{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning Visualization 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Live Variational Autoencoder (VAE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import DataLoader\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from torchvision import datasets\n",
    "import numpy as np\n",
    "from livelossplot import PlotLosses\n",
    "import imageio\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size, image_dim = 256, 784\n",
    "emb_dim, enc_hidden_units = 2, 512\n",
    "dec_hidden_units, dec_hidden_units2 = 256, 512"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_set = torchvision.datasets.MNIST(\n",
    "    root= './data/MNIST',\n",
    "    train= True,\n",
    "    download= True,\n",
    "    transform= transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Lambda(lambda x: x.view(image_dim))\n",
    "    ])\n",
    ")\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_set, batch_size = batch_size\n",
    ")\n",
    "\n",
    "valid_set = torchvision.datasets.MNIST(\n",
    "    root= './data/MNIST',\n",
    "    train= False,\n",
    "    download= True,\n",
    "    transform= transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Lambda(lambda x: x.view(image_dim))\n",
    "    ])\n",
    ")\n",
    "\n",
    "valid_loader = torch.utils.data.DataLoader(\n",
    "    valid_set, batch_size = batch_size\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, output_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = nn.Linear(input_dim, hidden_dim)\n",
    "        self.fc2 = nn.Linear(hidden_dim, output_dim)\n",
    "        self.fc3 = nn.Linear(hidden_dim, output_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        out = self.fc1(x)\n",
    "        out = F.relu(out)\n",
    "        mu = self.fc2(out)\n",
    "        log_sigma = self.fc3(out)\n",
    "        return mu, log_sigma\n",
    "\n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, output_dim, hidden_dim, hidden_dim2, input_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = nn.Linear(output_dim, hidden_dim)\n",
    "        self.fc2 = nn.Linear(hidden_dim, hidden_dim2)\n",
    "        self.fc3 = nn.Linear(hidden_dim2, input_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        out = self.fc1(x)\n",
    "        out = F.relu(out)\n",
    "        out = self.fc2(out)\n",
    "        out = F.relu(out)\n",
    "        out = self.fc3(out)\n",
    "        out = out.sigmoid()\n",
    "        return out\n",
    "    \n",
    "def sampling(mu, log_sigma):\n",
    "    eps = torch.randn(mu.shape[0], mu.shape[1])\n",
    "    return mu + torch.exp(log_sigma / 2) * eps\n",
    "\n",
    "class VAE(nn.Module):\n",
    "        def __init__(self, enc, dec):\n",
    "            super().__init__()\n",
    "            self.enc = enc\n",
    "            self.dec = dec\n",
    "\n",
    "        def forward(self, x):\n",
    "            mu, log_sigma = model.enc(inp)\n",
    "            z = sampling(mu, log_sigma)\n",
    "            out = model.dec(z)\n",
    "            return out, z[0], z[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss\n",
      "\ttraining         \t (min:  176.790, max:  243.437, cur:  176.790)\n",
      "\tvalidation       \t (min:  180.424, max:  209.147, cur:  180.424)\n"
     ]
    }
   ],
   "source": [
    "epochs = 8\n",
    "dataloaders = {'train': train_loader, 'val': valid_loader}\n",
    "enc = Encoder(image_dim, enc_hidden_units, emb_dim)\n",
    "dec = Decoder(emb_dim, dec_hidden_units, dec_hidden_units2, image_dim)\n",
    "model = VAE(enc, dec).to(device)\n",
    "optimizer = optim.SGD(model.parameters(), lr=1e-3)\n",
    "liveloss = PlotLosses()\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    logs = {}\n",
    "    for phase in ['train', 'val']:\n",
    "        losses = []\n",
    "        \n",
    "        if phase == 'train':\n",
    "            model.train()\n",
    "        else:\n",
    "            model.eval()\n",
    "        \n",
    "        for i, (inp, _) in enumerate(dataloaders[phase]):\n",
    "            out, z_mu, z_var = model(inp)\n",
    "            rec = F.binary_cross_entropy(out, inp, reduction='sum') / inp.shape[0]\n",
    "            kl = -0.5*torch.mean(1+z_var-z_mu.pow(2)-torch.exp(z_mu))\n",
    "            loss = rec + kl\n",
    "            losses.append(loss.item())\n",
    "        \n",
    "            if phase == 'train':\n",
    "                optimizer.zero_grad()\n",
    "                loss.backward()\n",
    "                optimizer.step()\n",
    "        \n",
    "        prefix = ''\n",
    "        if phase == 'val':\n",
    "            prefix = 'val_'\n",
    "\n",
    "        logs[prefix + 'loss'] = np.mean(losses)\n",
    "\n",
    "    liveloss.update(logs)\n",
    "    liveloss.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n3759AIDOnTvD7XZj1qxZAIBHHnkERCSsf/YlPz8fV111lf5iU1xcjMaNGwvXwXnnnXfwpz/9CQCQnJyMgwcP6i8+ZjBjxgwAwEsvvYSxY8di3rx5pmnhjBs3DkuWLMG6detwySWXmC0HgwYNwueff66H+SQlJZmq59JLL8WWLVsAaC/zv6VfZoxtIaK8UPb9vU2SYhrcO8kYC2pw2Ww24UlflZWVterhHaGojpmIzppw0q1bN2EPdSJCfn5+nfs899xzQrQAZ4z0pUuX1rqP6FhDIsIrr7wSdBtPqNy1K+jknWHTww0L4My9xh+iHTt2FGo4ExHuvvtuPz2cmJgYLFiwQKjhzA2dq6++GkSk64mKikKHDh3w7bffCvfSeb1etGvXTtfGEylHjBiBm266SagWQHuZadGiBQDNs2qxWDBlyhT9wc63iaKgoADt2rXTl61WK8aOHeu3LJLXXnsNAPR2zV/YRSd0+9K3b1+/FyyXy2WqtzkhIcFvFOXtt9821Xjm/R9/hvTv319/qTcL3+vTsmVLAKg15ync+D4jOE2aNAn7OZJhGxKJRCKRSCQSSYhIz3MI+MYYWq3WoDGyXbp0EaoHOBMCEeh5ZozhnXfeEaaHH7OwsFDXFjikDADffvutUE1vvvmmri3wHPXo0QMPPvigMC38+NOnTzdss1gsWLVqlZCKLb54PB489thjfut42bzy8nIAYj1j5eXleP755/VlIkJkZCSysrR5kUTHF2/bts2v1BoR6WUg//KXv2DkyJFC9fCREj40ydtU165dsWbNmrBX1wnGtddei9OnT+vLRIQRI0Zg8ODBpngPs7Ky/HIGVFXFoEGDkJCQIFwLEfl5nbkePiooOixBVVU9NILDz5UZ14o/RwPDejwej9/IikgcDochdt/pdOr3mmhNRUVFhmeXw+EwTU+w0pO1VZASxY033mhYZ7fbw96GpPEcInz42uv1+hnTfMjgqquuEqaF3zizZ8/2S8bhQ2+JiYnCY6JUVcWECRP8bvSMjAxERUVh2LBhAOqOPa5vvF4vPvjgAwBnzlfv3r3RsWNHAMATTzwhtOPhZQ55HChwZuh0ypQpaN++vTAtnGXLlhkSOBctWoQhQ4YIr/EMABMnTjQ8KDZt2oTOnTsDEP+guOGGGwzreD/QtGlToVoArc0G47///a/Qews4c0998803fusZY5g5c6Yp8apEZCgnyhgzLT40sOQaoL2M1hY/H2546VVf+H3OwzdEUltidHx8vGnxzsHyTZKTk00LIwnmqMvKyjJNzx/+8AfDuroKF4hgypQpWL16td+69u3bh/0cSeO5DogIR44cQVpaGvLyzsSQM8Z0j8KePXuwYsUKDBgwQIieAwcO6PF7PA6LdzRXX301vvjiCxw6dEjIJCBEhJ07tTlqTp065RfzbLVaMWbMGKxcuRLPPvts2LVwPYA2scXChQv9DEOLxYKHHnoIpaWlACA0o3z79u36C4Rvre5p06YBAFJTU4U+LHgs+B133KGv4y+DN954o/AJZABg1apV+PDDD/3WRUREIDc315QHxbvvvqsnnnFiY2PRpEkT4VoA4JlnntGTATl8pEK04QxAv6cDjbFWrVqZkgAHAK+++qphXc+ePU0zNN5++23DujvvvFO8kBrWrFljWGdGnXLOpk2bgq5fvny5YCVnOHjwoGHdRx99ZIISjWDG85IlS0xQotGhQwfDurfeessEJWe45pprDOtqy+WpT2TMs0QikUgkEolEEiq8tuL/4qd79+50Pni9Xnr22WfJarUSAAJAjDGKiYmhtWvX0tq1a0lV1fM6xrng8XjoL3/5i66FfxISEighIYEOHz4sTAsRkdvtpokTJ9LEiRMNmlJSUqiqqkqoHpfLRS6Xi2655RaDnqysLHK73UL1cE29e/c26LnoootIVVWh7YdIa0Ndu3alrl27+ukZPHgwDR48WKgWIiJFUUhRFGrdurXhHL388svC9fBrkpGRYdDz008/CdfDSU1NNegpLy+n8vJyU/QkJSVRUlKSQZPH4zFFDxFRcnKyQY+iKKbpCdaGRN/vvrRt29agx0x69uxJPXv2bFCaxo0b16D0vP322w1KT2FhIRUWFhratJnt2uFw1Nt9D2AzhWhfmm7ghvNzvsbz66+/ToqiEACy2Wxks9lo9+7dlJ+fT3a7nex2Oy1cuPC8jnEufPDBB34NhTFG33//Pe3atYt27dpFHo9H6MN0/fr1VFBQQAUFBbqmNWvW0Jo1a+jIkSOkqqrQh9ehQ4fo0KFD9PTTT/vdSAsXLqSKigphOnwpLy+niy66yE/PzJkzyeVymaLH4XBQbGwsxcbG6nomT56sG7Gi4S88vi+oEyZMoAkTJpjSIXu9XvJ6vcQY87tmd999t3AtHN4H+X4efPBB0/SoqmrQ89BDD9FDDz1kmiYiMmgaN25cg9IzcuTIBqVnwIABDUpPly5dqEuXLg1KU7NmzRqUnri4uAalx2q1mqonUBNjjBhj5/NdIRvPcpKUOlAUBZMmTcKVV16pZ9b/+uuvyMjIQEFBAQAITfTyer3o2LGjnmjx448/wu1269nbRCQ0XtXtdutxl06nE//973/RrVs3AFp8KJ+hURR8IpvY2FioqopRo0YBgF6P14zYx8BJUZKTk1FUVGRKQl4wPVarFXa73ZQ4Z+BMgo7v8Xmcnxmxs8H0AGdqBpsBn3HNF5GTDYWqBzCnagM/dmB7MfMcERlrzzY0PWa2acDYVvhzrSFpcrvdwudv8CVQT1VVlSlVdTiBerZu3YquXbuapEbDV9Ndd90FAJg/f/5v/S45SUp9UFRUhKKiInTs2FF/WGRnZ/vdUB6PR9jNdfToUZSVlekB8jxrmz883G639kYkqIMuKirSk/IaNWqE3r17+5WqE6kFAI4cOaIf22Kx6GV1zOyMf/nlF7/l4uJi0wxVwFju7dSpU6bqWb9+vd/yDz/8YFrCGQB88sknfsszZ84EYG4bCkw869Wrl6mTSLz88st+yykpKabqmTt3rt8yb89manr//ff133nbMVPPhg0bDOvMbNPBJtQyU09tE3yYaTgHJggDMNVwDlYdxUzDOZjj97cazb8FmTAokUgkEolEIpGEiAzbCMLkyZMBAG+88QbsdrthiJ2I9DJj8+fPR3V19fmLPQtPPPEEZs2ahQMHDqB169ZB9zl48CDefPNNPP3002HXM3/+fEyZMkWfaOS5554zeFY8Hg8URREyhfGqVav0YulpaWkoKCgQOnVyIHv27AGglfaxWCy65+eyyy4zTVNFRYUe4gNoda8DJygQidvt9ru3bDZb0DqrolBV1eD1NrN/5MduSMP/QMMf2i4uLgYApKenmyEHgL+mp556CgDw6KOPmiXHcI6ysrKCen9FYbFY/O6t2iYfEwVvv4EazLz/09PTcfz4cb91Zuq57bbbsGjRIr91ZvZFP/zwAwBtwjMOHwn/rf2RDNs4C3z44eOPP8b999+PjIwMANpMR16vV6+HabVakZ+fjz59+vj9/eWXX46+ffsC0GKg61MXn62nvLwczZo1g8PhAKANTVosFjzxxBOG2QMff/xxAMD48ePxt7/9rd70+OJ709rtdjz00EMAoN9MfPYzzs8//4zc3FwhBqzD4cDNN9+sL5eUlBgMDofDIawertvtRqdOnfRlVVX1mek4IkNaeHvn9cE5Zkz0wSEiw/UwM3wk2PHNNFAB889HMOLj4w3rzDxPfNIjX8x8AQtW056Hk5nFyZMnDesqKytNUKKhKIrBCPSd7MsMzDTcayPQcDabQMMZMPfe9zWaOSJf4i9I45k3gttvvx0A9IkzbrvtNuTm5uqdTZMmTdC7d28AZ4zHVatWYdOmTejevTsAbZa2SZMmnbcmt9uNmJgYvRO5+eab0bp1a33WwIqKCthsNvzzn//U/0ZVVezbtw9///vfAQC33norvF5vvTUg7ilZuHAhNm7cqHtPCwoK4HA4wBjD7t27AWg3kaqqKCsrAwCMGDECP//8c73o8IWIYLfbERMTgwMHDgDQXnp8H5hvvvkmIiMj9XPp8Xjw4Ycf6gmE4cTpdOL777/3iw/LyclBmzZtAPjHp4t4sSAiHDp0yO/Y3Lu6ZMkSg+dAVGdYXl5ueGAeOnQIqqqaEvvodDoNMX3Tp0/XNYrWpCiK4YGempoKILiHPNzw/i9wlM3MOFXgzIyPvoie5t6Xhx9+2LCOJzGZRXZ2tmHd0KFDTVCiMWHCBMO6xMREE5Ro+E4vzzHTKPxfjgb4X0LGPEskEolEIpFIJCFywcU8ByvZUxu8wkZxcTFatWoFQPNQLV26FOPHjwcA3dN6voTypssYg9Vq1T2JPXr0gN1ux759+wBoUwo/8MAD9aKnUaNGIQ3t8XO0e/dujB07Vl/+8ssvAdTfMAqvEnHxxRcbKnkEtmGbzYb8/Hw9vKVHjx4YOXJkWLwJe/bsQWFhIQYPHqyvC8yStlqtWL16NQDtfFxyySVISEiody2BHDlyBPfdd58+7TU/T/w8PP300xg7dizS0tKEeVr4qE6zZs0MntVx48bhtddeEx6rTkRITk423Ms9e/bUY8JFe3oHDhxoqPzRrFkzAFqomGiPL+9HL7nkEr/18fHxqKioMMVT5/F4DKEtNptNj3s0QxO/Lr73Gh/RMMubGRUVpZ8TjpmxqldccYWh+oeZenbv3o3c3Fy/dWaWzePHDiwH6fV6Ta1EFHh9HA6HqXlFgXpKSkrOe9RJxjzXwbm8LHi9XjDG8Nxzz+nDlY0bN8Z1111Xb0bzueghIiiKgpdeegkAcOzYMfzxj3/Uh3Pry3AGQo+J4zf6vHnzkJ+fj++++w5A/cceBSuJU9u583q9WLFihW48P/PMM2HpmPv06YNvv/32rPspioK9e/cC0F4C+vXrV+9a+HESExNRVVVV5378vHXp0gWVlZVhTazi7SMlJQUVFRV1tveHH35Y2MOBiLB161YAQF5eXlBdK1asMOXhOXr0aIPhDEBvQ2aEkPTq1SvotuPHj5tm9MyZM8ew7vTp06bWvw7ETD0c3/bCkwQbUljC119/3aD0PPnkk6aHI/nC83nMNJwDycrKMtVwDiQ6Olp4uNYFZzyf601BRPjoo4/w4osvAgAmTpyoxyHXB+faaRARfvrpJwDA9u3b0b59+wbR8bhcLpSXl9fruTkf0tPTcerUKQDhMzZCMZwBrdPjSaf33ntvWLQAWmzj2QxnALrXu3fv3mGtG+p0OkNO0mzbti1ycnKEPLRmzZqFJ554os59Ro0apb+UioAbNdnZ2UGTp1566aWgyXrhxul0ok2bNgbP5TfffAMAptzvvM954YUX/NZv377dlHPE8T1HVqsV+/bt86tuYxaxsbFgjGHv3r3IysoyWw7Gjx+PwsJCfP/99wBguqY2bdpg+PDhALSEz5YtW5qqhxvJy5cvR7du3YLGrJvB6dOncezYMQBiJ4erDZ7ntHPnTnTp0kX48RvO65VEIpFIJBKJRNLQCXUe79/jp3v37hSM/Px8ys/PN8zTHuwzYcIEUlU16PfUJ7t27TonPeHWVFJSEpKeBx98kB588MGwaiEicrlc5HK5QtI0e/bssOshIlJVNSQ9S5YsEaKHiM6qhTFGBQUFVFBQIESPzWYjm81Wqx6LxUIWi4UcDocQPUREf//732vVw/V6vV5herxeb53XLCYmRkgfFMgtt9xCsbGxxBjz05OcnCykDwpEVVWy2+00evRoGj16tK6rdevW1Lp1a6FaAvF6vdSuXTuKiIigiIgIGjZsmKl6iIiOHj1KR48epW7dutHcuXPNlkNE2jVcs2YNbd++3WwpOna7ncrKyqisrMxsKURE+r3ldrvNluKHoiim3Pe1wbXUpx4AmylE+/KCSxj0JXCSBg5P/uKJVqKorq6uddixT58+WLt2rVA9fMrSYEOPeXl5epFykVRVVQVNtuvatasewyqS2kITeJ3n7du3C9VTV6nCnJwc7N+/X6geHoJgs9kMsYWZmZl6nXSRoUdEhMjISEPCYkpKip7QKDoUqkmTJgCghxoBZ+670tJSU2Iw77vvPrzyyit+161x48am6amoqEDLli31fklVVSQlJYU9PPxk/SsAACAASURBVKs2iEjPM1m0aBFKS0v1/IHDhw+bFqNaWlqKl156SS9h2qZNG2zbts2QgCYKItJzaNq1a4fOnTvj448/Nn0adSLCiBEjkJCQoE/xHhERYeqEPxs2bMD69esBAHfffTe8Xq+pZfz4vBPr1q1Dz549cfDgQQDmTsutqioOHTqkh9W9//779VYO8lwSBi9o41kikVy4+PZ9Zid1cVRV1bPqG0KCkMvl8quDa+asfYD28swroKxevRpz58419TyVl5cDAP7yl7/g3//+N3bu3AkA+sRbZlBVVYU+ffroFYruvfdePPPMM0EdRSJwOp16tarjx48jLS0N06dPx/333w9A/L3HY2WTkpJQXV0Nq9WqJ78dPXrUlDh1VVURFxdnqNQ0bdo0/SVINMGqtHDnXnl5ufCXVd5+AzUBWruqj0m/pPFcgzSeJRKJRCKR1MYnn3yC66+/3mwZALTR50aNGgHQpnUPNumOSLp16wYAepGChmAvBr5sHTx4sN6SKs/FeJYJgxKJRCKRSCQSSYhccKXqJBKJRCKRSAA0GK8zAMTFxQWtF24WZuQRnY2G4P0GpOdZIpFIJBKJRCIJGWk8SyQSiUQikUgkISKNZ4lEIpFIJBKJJESk8SyRSCQSiUQikYSINJ4lEolEIpFIJJIQkcazRCKRSCQSiUQSItJ4PgtEhIqKCnTu3BmdO3eGxWIBY8zv8+ijjwrVU1ZWhrKyMrRo0SKonssvv1yoHq4pLS3NoIUxhmbNmqFZs2ZCNVVVVSEzMxOZmZlBNfFC9KJwOp1wOp3o2LFj0GsWFxcnVA+gzbR1yy23wGq1BtUjWpOqqpg5cyZiYmIQExNj0MSnsBYFESE/Px/5+flB21Hnzp2F6uGUlZVh8ODBBj3jxo0zRY/H48HixYuxePFiv7a0atUqrFq1Srge3z6pWbNmYIzpbYpP7W0Gqqpi2bJlaNmyJVq2bIlp06bp09ebhcfjgcfjQWlpqWF2O4lEUjvSeJZIJBKJRCKRSEJETs9dB9wrcOLECd1zWtv5ys3Nxc6dO3/zsULVwxjDiRMnAAAZGRm16snIyAAAFBUVhV0PAFRUVCA5OblOT0piYiJOnz4dNj38XDDG4HQ6de+yx+MJun9CQoIwT5TX6wUApKeno6SkpFY9AIRpIiIMHToUy5cvr3WftLQ0HDt2TIgeAFi7di2uvPLKWrf36tUL69evF6bHbrcDAOLj44Pea7Nnz8Zjjz0mTA+g3XeJiYmorKw0bNu/fz8AICcnR6im22+/HQDwr3/9y7DN4XAgOjpaqB5A6/uaN2/ud91iY2NRVVVlmOJXBIqioGfPnti1axcAIDs7G8OHDxc6chlIaWkpAGDfvn3o0qWLfl6ioqJM0wRofZMZ10hyYXMu03PLGQbrwGLRHPNNmjRBWloaANRqSOzatUufGchqtYZdDwC0aNEChYWFQfctLi4GoBmOERERYdUDAI0aNULnzp3x008/1bp/WVkZXC5X2Dpm3842Ojoaw4cPBwAsWrQo6P6VlZVwuVwAwv+wsNm0W23+/PkYNmxY0H2qq6sBhPea+cIYw6uvvlqn8VxZWQlFUcLWpgM5W8jR4cOHhT5YY2JiAGjnKpjxvGfPHiE6fLFYLHp78oUxhoKCAgDijedAQ54xhsTERAAwLTThwIEDiIqKgtvtRnZ2NgDgySefNEULALhcLrRp00YPh3rzzTfRokUL0/Soqqq/1Ldt2xaRkZF+fbpZ+DplJJKGijSeQ4R7dOLj42vdhxtisbGxQjTt2rXrrHGpIh9cGzZsOKseUUYYEeH1118HULvxDECIkerLDTfccNZ9RGo6W+x3TEyMsGsGnLmHamPixIlCH6zl5eUAgo84McYwb948YVo4J0+eRFlZmd+62NhYEBH69esnXE9RURFWrlypL9tsNtx22226V1NUf8g5dOgQAODaa6+F2+1GTk6OPlrhdDqFG2bcodCnTx+4XC6sWLECAHSD3gw++eQT3HrrrXpfU1BQYKrh/Pzzz+Ppp58GAPTr1w8ffPCBaVoA4J577gGgjaQsXboU1113nal6AGDYsGFYtWoVDh48iPT0dLPloF+/fvjuu+/00WTR93kgHTt2xC+//AIAqKqqCrtDzPzXTIlEIpFIJBKJ5HeC9DyHgK+nwmq1QlVVgyfKarXqQ7yi8Hg8uh7A3zvGYwwjIyOFaOHZ7dx7wTPefUlLSws63BwuPQcOHABw5voF6vnjH/8ozNvCr9FXX31Vq57PP/9ciBZfTTxGNVATv06//vqrUD2vvvqqvmyxWKCqqn6NsrKyMGPGDKF6Zs6cCUA7L75tJSYmBjNmzEDjxo2F6eFhYaNHj/bTExMTg44dO+Kzzz4T7j30eDzo3r27PvxvtVpx8cUX4+abb8bAgQOFagG0kYJ27doB0PIMbDYbpk6dqnvFmjZtKlTP5s2bcckll+jLkZGRfsuir9cDDzwAAHjppZcAnPEWiuqXg5Gdna2HGwHi+8FAIiMj/fJkRo8eXWueiggCR0ouuuginDx50hQt/Png22556NGpU6dM0eTxeAx2TnJysh4GGS6k8RwCFotFH96KjY2F3W7XH2QckQkxvOHabDZEREQEHeru3r27MD2AdoMriqJr4w9T4EyoRl3hE+HQs2PHDv33wPCVlJQUvP/++8L0cHgoia/hbLFYMH78ePTv31+oFkVRMGPGDL94XsYYbDYb9u3bBwBCXwirqqrw+OOP68uqqiIyMlKP8T9w4IDQIfe9e/f6GfOqquq5D2PHjsX06dOFaQG0eHkA+OKLL3Q9ANCjRw8sXrxYjzEWAW8vN910k18eiKqquPnmm3H99dcLNwyJCO3atfPrexRFwRVXXFFnuF24UFUVPXv29Fvn9Xr14WTR58fr9WLOnDl+684WJhVOHA4HAPgZzny9WQmDx44dMySYV1ZW+vWPIgmWj1JRUWGanmD5Or6hbWZcs2D5HU6n08/xEg6k8RwibrcbAPRamNwg5I04PT1deMP55Zdf4Ha7/TKkFUWBzWZD7969AYi9uZ577jn9wcUThohIr/zRqVMnYVpUVcUjjzyi/84YQ/v27fUY34kTJwrNKOft5quvvtLbzIgRIwAAPXv2xO233y68/ezYsQOlpaV+hvxzzz2HMWPGIDU1VagWAPjrX/9qeHB9+eWXehKhyNhrABg5cqTfuWGMIT8/HwCEJ3oRkaGqB28vK1euNMU4BIBPP/3Ub5kxhgceeED4tQK0c8QrEXGsVqvQfscXVVUN7Tk6Otq0a6UoimG0i1f4McPzXFsVpKZNm5oWfx3sZaJNmzamJTA2b97csK5bt26m6bntttsAAMuWLdPX9ejRA4B4Q57zwgsvGIz69u3bh70NyZhniUQikUgkEokkRKTnuQ6ICMeOHUNaWhpSUlIAaG/LNptN96YeOXIEnTp10odSw62nsLBQP3b37t1BRLrXoHPnztiyZQvee+893HjjjUL07N27F4BWteGVV17Rt9lsNlx//fVYs2aNnm0e7vhr7lXZtm0bCgsL/YYDbTYbxo4di2+//RaA5nkWARHh559/1mMMuQfaZrPpGd2RkZG6B0iEnq1btwLQhtz5OeNhSaNHj0ZiYqJwL8JXX32FuXPn+q2LiYlBXl6eKV6xZcuW4eeff/ZbFx8fr3uCRJ+fOXPm6MOjHJ5xb8bslLw9B4avXXTRRcIr2HAWLFhgWPd///d/pnnEfL1znGnTppmgRGPdunWGdW+88YYJSjR2794ddL0Z4XQcHkriyz//+U8TlGi0bdvWsI7fe2YwYMAAw7rZs2eboOQMQ4YMMay78847w39gntj1v/jp3r07nQ8ej4eWLFlC2dnZZLVayWq1ksViodjYWJo1axbNmjWLXC4Xeb3e8zpOqLjdbnrxxRcpMjKSIiMjCQBZLBZKSEighIQE+vLLL0lRFCFaiIhcLhfNnDmTZs6cSYwxAkCMMWKMUUpKChUUFJCqqsL0OJ1OcjqdNHnyZAKgfxhjlJmZSZWVlcK0cBwOB40YMcJPDwDq1KkTeTwe8ng8QvU4nU7q378/9e/f30/PgAEDaMCAAUKvFxHp5yAvL89wjmbMmCFUCxGRoiikKAq1bdvWoGft2rXC9RARqapKWVlZBj0lJSVUUlJiiqaMjAzKyMgwaHK5XKboISLKzMw06BHZHwbSrl07gx7R95cvPXv2DKrHLE2jR4+m0aNHGzSZySuvvNKgrtnevXsblJ7q6mqqrq423GNm3meKohjOkcPh+E3fBWAzhWhfmm7ghvNzvsbzvHnzSFVVYoxRcnIyJScn08GDB+nDDz+k/fv30/79+6lbt27ndYxz4fXXXyev16s3kMjISNq2bRutX7+e1q9fTxUVFfTGG28I0/PBBx9QVVUVVVVV6Yb82rVrae3atbRt2zZyu91UXl4uTM/GjRtp48aNtHXrVr8bafny5XT48GFSVVX4jf7rr7/SlClT/PS8/PLLVFFRIUyDLxUVFdSsWTNq1qyZruehhx4il8tliuFjt9vJbrdTdHS0rmfy5Mk0efJkUzpkt9tNbrebLBaL3zW79957hWvheL1e/eWUf/785z+bpifYw2r69Ok0ffp0U/RwAzBQ0x133GGKHk6gntGjRzcoPQMGDGhQejp16kSdOnVqUJpSU1MblJ7o6GhT9XDnGNdjsVhM1UNEZLPZ6u0F7FyMZzk9dx0oioLPP/8cl19+uZ5otnHjRuTm5uLBBx8EoA0VihoW9Hg8eOCBB9CrVy8A2nDFgQMH9OSlX375BV27dhWiBdCSK3jZJafTiQ0bNujDuElJSQDETvPKQyKaNm0Ku92Od999FwAwcOBAxMXFwWq1Ch/CdTgcSEhI0M9Lnz59sHr1asTGxpqSFONwOPyK2cfHx+PEiRN6tRjR54dfM17Vw2Kx6EOnosos+sIThgKr53i9XlOS4IDgpZh8K9uIxuv1GkIzePs2QxM/dmB4j5nnSFVVQ3sxsw0RkeFcNDQ9PCnfjLAfbgcFaqqsrDQtwRMw9sfbtm1D586dTVJj1POnP/3JL1zTDHw1nW0m6BC+K+TpuWXCoEQikUgkEolEEiIyYbAOioqKcPToUURGRupvpD179kRJSQmysrIAAN9//72hlme4OHLkCI4fP64nEURERKB9+/a69y4iIgJOp1NYzekjR47oU/D27dsXqamp+lugoihwu93a8IYgbyaf0MPlciEhIQHDhw8HoHkT9KEWwZ7VAwcO6KXyAK30mlkJVcCZqYI5RUVFwif38WXjxo1+yzt37jTF48wJTPzldZ7N8tABwOLFi/2Wb7jhBlOnUg70NDVr1sxUPbz+Ncd3FMMsPvroI/13rsPMNhR43wPm6jl+/LhhnZn9ot1uD7reTK9zsFJ+ZnqdA+dKAGBI8hZJsKiJo0ePihXwv/o5W8wzD7zncbB8eeTIkTRy5EiKjY0NGnfp9XopNzeXcnNziTH2m4PTz4X77ruPrFZr0GNx/dOmTaPGjRsLSSh4+umniTFGO3bsoB07dhiOqaoqHTx4kF588cWwayEievvtt/V4p/HjxwdN4vR4PHpMa7jhsd8AKDExkU6ePEknT54M+3HrorCw0C+pc/bs2abqCUw8SUlJMVWPx+MxJJqaSW2xvGYm5xAZ4zBF9H/nomfPnj20Z8+eBqNp/PjxNH78eFP1BMbMJyYmmqonME7V7HstPT2d0tPTG1Ty4q233tqgkgU3bdrUoO79YMmLGzZsoA0bNvzm78Q5xDxfkJ7n4uJiAEBeXh6Kiop0T1dpaalfzGV8fDwqKysNU/C2bNlSjxudPHlyvbzBezweLF++XJ8IITMzE59//rn+9vnZZ58hKioKP/zwgz4BCufqq6/W/59du3bVm3eVxxI6nU5UVlbqM71VV1djzpw5sFgseO655wAAb731lt/fPv/88xg6dCjuu+++etESCPm8dVZVVeGee+7R/+/Vq1cb9t+3bx+ys7OFeDfsdjuuu+46P32Bsd8ul0tYPDiPJWzTpg2AM+fOtwA/XyfKM68oiuG+MtPLQ0R+seCAuZ5LAAY9HLNKrwHQS3b6Yqaea6+91rAuWLkxUaxatcqwrqioyAQlZ7Db7QYvnZkzCxKR3yyQfJ2Z/NYY2XASbEZeM+81PhmKLyJzmgIJVt6V52CJQMY8SyQSiUQikUgkIXJBep4vu+wyAGc8AjyWZ/z48ejVq5c+icSQIUN07xjfZ9asWTh69Cg6dOgAAPj3v/+NefPmnbemd955x2/ijtLSUkyYMEE/TnFxMTIzM3HFFVfo+6iqipUrV+rF7zt06IBly5bh3nvvPW89brdb9wR6vV6MHTsWmZmZALQqCKWlpYiKitKL7DPGoCgK9u3bB0ArnH7TTTfVe8b7pk2b8Ne//hULFizAd999BwDYv38/qqur9bfy/Px8WK1W3XNeUVGBqVOn+sUh1ie+/+PRo0exYcMGP+/XAw88oJ9LRVGgKAp++eUXXHTRRWHR44vH48G2bdv03wEgOTkZgDbVqqIoYIzpnh9RcZDHjx/38z4xxvDzzz/7nUuRXpbq6mpDjOE//vEPvQ2Jjg/1eDx6LgOnVatWALQ2JHriGN4+eI4Dx4wKNr4Em5yqZcuWJijRuPnmmw3r+GRIZpGXZywecOmll5qgRIP3276IytMJRuBEP5LQMfPeDxaDLTRuPtT4jt/jJ1jMs2+d5No+FouFLBYLZWRkUHR0NJWWllJ0dDRFR0cTY4xGjRql78NrB/9WeLzy2TQxxnQNxcXFVFxcTImJiRQREUHvv/8+vf/++/UWM8prW4dynrimQ4cOUU5ODqWlpVFaWhoVFxfTv/71r3rRQ0R6jPnZNKGmFubOnTtpyJAhNGTIEBo1ahS53e56n5CkurqasrKyKCUlRY8jDlZzMjIyUo/Feu655yg/Pz9ssWuKouhx3SNHjqTs7GxDbU4+4c9bb71F27dvF1bfWVEUWrduHa1bt44iIiIM7XvatGlUVlYmfOIGr9dLSUlJhus2ePBg0+pfDxo0yKCnbdu21LZtW2GTMvmyZcsW2rJli0FTUlKSaTHYgTHq/F4zc+IPfm/5tmsz9RCRX013/jEzbn7evHkNSo/T6TToMWMCq0ACNdnt9gal5/jx4w1Kz6efflof3yljnmuDQoit4m80xcXFsFgseOaZZ/ymVR4zZowej8QYO6+3r1D08P2cTiesVque7V5WVobU1FQMHDgQAHDq1KnfrOO36FJVVffWzZ8/H4cOHcKYMWMAaLWW+e/1wa5du0Le1+1245133sGaNWsAAFu3bg3LG2lSUpIeT8wJjOUDNC8inxZ88eLFuO+++8Lyxr5nzx7k5uae9dr5elq2b9+Ojh071rsWzoEDBwAA7dq1C+op4BARhg0bBovFIsSb4XQ6MXPmTABafH7gOWOM4ZVXXjFlavCbbrrJEDvLGMMPP/wAQLwX3Ov1om/fvkG3FRYWmhYbvnbtWr9REwA4ceKEad4wImM1n2PHjpnqnQP8+3I+CmVmPH9gH7lgwQJT9QTe+3fddZcp931tdOrUCQBMrYoUSEJCApo2bWq2DB2r1Rp06vBw0nBaiCDO9aZQVRWLFi3Sy57df//9ethHfXCuD0JFUfSEuBdeeAHjx4/XJ3CpL86ls+eG2N69e7Ft2za0b98egLmds6qqUFUVJ0+eBFB74tX5Emg41wZjDK1btwaglYwK17np0qVLSC89cXFxAIB+/fqFdYh7165dIRvmrVu3RufOnYWUqevbt68e6lQbw4cPR2ZmphDDh4iwadMmAECvXr2CDiO/8MILhgRLETidTlx22WWoqqryW//1118DCJ60E254G//b3/4GojOTbfz000+mnCOOb0nK6Oho7Nixo0EYGF26dIGiKNi4cSOys7PNloMRI0ZgxYoVePPNNwFA7xvNIioqSi9JOWDAAD2x2myOHj2KsrIy5Obmmi0FgJZkumPHDgDAxRdfbLKaM07O9evXG4ooiEAmDEokEolEIpFIJKESanzH7/FTW53nXbt20a5du0KKn506daqQGMP8/PyQ9EyZMkWPkw4nu3fvDknP3XffTXfffXfYY/rKysqorKwsJE2PPvpoWLVwgsVcBn4YYzR37lwheoLVBA6mh8cdiyAwBjTww7eXlZUJ0UNENGHChFr1REZGUmRkpJBa4By3213nNYuPjzclJvT++++n1NRUw/XLyMgwJY5XVVVyu900b948mjdvHtlsNrJYLJSXl0d5eXmmxhWrqkpTpkyh5ORkSk5Opnvuucc0LRyn00lOp5P+9Kc/0cqVK82Wo3PkyBH69ddfTY8F53i9XrLb7WS32xuEHo7X621Qenh+l9l15gOpT/sM5xDzbLqBG87P2SZJURSFLBaL4WE1adIkmjRpUmhnux5xOp2G5C7+GTFihHA9FRUVVFFREfSBft111wnXQ0S1GtBXXnmlKXqqqqqC6unVqxf16tVLuB6Xy1WrEdajRw/hnbHX6yWv1xu0Tbdv3940IywwYREAZWVlmfZAz8zMpMzMTD89TZs2paZNm5r2sHryySfJarX6XbumTZuakrBIpCXotm7dWn/BYYxRRkaG3sbMYPny5bR8+XLKy8ujiIgI6tChA3Xo0EHoy1cgTqeTvvvuO0pKSqKkpCTq168fOZ1OUw0xnsR85ZVX0m233UZVVVUNIinv/fffp9mzZ1N5ebn+MZOysjJasWIFrVixgk6fPk3bt283VQ83lvfs2UOnTp2ihQsX0sKFC03VRKSdpxMnTtCJEyforrvuqrfvPRfjmWn7/2+Sl5dHmzdvNluGRCJpgPj2fWYndXEURYHX64XNZjN1+mSO0+nUcwcAbWIdM89VRUUFPv/8cwDaZEhvvPGGqdM6l5eXAwCmTp2KDz/8EF999RUAoGvXrqblfVRVVaF37974+eefAQADBw7E/PnzhcXwB+J0OvUyi8ePH0d8fDxyc3Oxdu1aAOLL1PGcgpSUFJSXl/tdpw8++CBoucFwQ0Ro1KiRIbcgMzMThw8fBiA+jyghIcGgh2soLi4WHs+fmpoKACgpKTFse/TRR/HUU0+d9zEYY1uIyFjbMQgy5lkikUgkEolEIgkR6XmWSCQSiUQiBKfTaeqkKL54PB5kZGRg+/btAICMjAxT9dxxxx1YsGABAK0SV7DSpyLho1+8ssWRI0cAQJ8wzQwCR0/i4+NRWVlZX98dsudZGs8SiUQikUgkkgsaGbYhkUgkEolEIpGEAWk8SyQSiUQikUgkISKNZ4lEIpFIJBKJJESk8SyRSCQSiUQikYSINJ4lEolEIpFIJJIQkcazRCKRSCQSiUQSItJ4lkgkEolEIpFIQkQaz2eBiFBdXY0777wTd955J2w2GywWCxhj+mfnzp1C9ZSVlaGsrAxXXXUVbDabnxbGGObMmSNUDxHh1KlTyM3NhdVqhdVq9dMzaNAgDBo0SKimkpISZGdnIzs726CHMYacnByheiorK1FZWYmLLrrI0H4YY0hLSxOqh4jgdDoxaNCgoG0oJSUFKSkpwjQB2oQFDz/8MGJjYxEbG2vQ1Lx5c6F6VFXFV199ha+++gqtWrUy6OnVq5dQPfy6nTx5EqNGjYLFYvFrS1OnThWqh+N2u/Hxxx/j448/RlRUFBhjsFgsWL9+PdavXy9cDz9PlZWV6Nu3LyIiItC8eXM0b94cdrtduB6OqqooLCzEjBkzMGPGDPz0008we54Ffq4URdEnwpBIJGdHTpJSB4qigIhw9OhRZGdnA0Ctnd2tt96Kd9999zcfKxT4bENFRUUAgOzs7Fo7vD59+gAA1q5dG1Y9fK57fo4URal1/5ycHOzfvz+segDAYrGgrKxMN0hrm6UpIyNDP5fhQlVVMMbgcDgAAGlpaaiqqgq6b9OmTQEAx44dM8yiFA68Xi8uv/xy1HWPpKeno6ioSIgeIsLLL79cpxHYu3dvrFu3LuxaOKdOnQKgXbdg99pjjz2G2bNnC9MDaP1S06ZNUVpaati2e/duAED79u2FanrggQcAAC+99JK+jrcZu91uyoxypaWlyMzMhMvl0mdKy8zMxKFDh4S050BUVcXzzz+PL7/8EgBwyy23oFevXujYsaNwLRzeN3q9XkRFRenPN96vSyQXEnKSlHrCarXCZrOhWbNmaNq0qW7cBGPRokVQFKVO4/F8sdlssNlsyMjIQEZGRp2euHXr1mHdunXweDxh1cO9X82aNTurN/fAgQNwuVxh1cM1JSYm4tJLL8Wll15a6/7Hjh2Dw+HQDdtwwD2DMTExiImJwYQJE2rd99SpUzh16lRYz5EvNpsNc+fOrXOf8vLysLYhXxhjGD9+fJ37FBYWCvWQJSYmIjExsVZja9++fbr3ThQWiwU2my3o+kOHDuHQoUPCtHBKSkpQUlKinyebzYYWLVqgRYsWYe0T6+Lw4cOIj49HTEwMBg8ejMGDB+M///mPKVoAzUOfnJyMAQMGYMCAARg5cqTwlxxfVFWF1+uF1+vVXy54fy6RSOpG3iUSiUQikUgkEkmIyLCNEHA4HHC73QA0T1RtnD59+qz71AfcE2i32896rPLycjRq1CisegBtKLm6uhqNGzeucz+73Y6YmJiw61FVVQ+PqEsTv64RERFh1cPvs8rKylr1cK+dbzhMuDVVVVXV2T5iY2NRXV0ddi2csrIyJCUl1bp9+PDhWLJkiTA9J0+eBKCFbQT2lYwxHDx4EK1atRKmB9BCpFq2bKl7dBljiIuLA2NMD+UI5pkOFwUFBejQoQMAwOVyITo6GpMmTUJZWRkA4O233xamBQB27doFAOjZsyfsdjuuvvpqvPfeewC0eys1NVWonm+//RYAMGzYMLhcLmzcuBEA0LZtWwAwJYRk4cKFePzxx/W2+8033whtM4E8/PDDeOuttwAAs2fPxsSJE0055cttSgAAIABJREFUL5zbb78dALBixQps3bpV+D0ejEGDBuGbb75BcXExEhISzJaDvLw87Ny5U7d7zAjN8iUnJwe//vorAKCqqgqRkZHn/B3nErZh3t3yOyIqKkofKo6IiAiaXGGxWIQYqfxYgNbpRkZG6g9R3+FRbgzGx8cL0QRoRj0/rqqqhuHa+Ph4YTcYTxoENEOCJ8X4kpOTI+yBwdvL7t279SHSQD1TpkwBIC7eUFVVfPrpp3poia8mrmH79u1CtPBjL1q0SNditVqhKIq+nJqaGva8Al+8Xi9efvllfZm3IwCIiYnBuHHjhD5UeXzqgw8+CEVR9HstLi4Oubm5WLp0qXADyOl0ol+/fnA6nQCAyMhI9O3bFzfccAP69+8vVAsAFBcXo1u3bgC0F+OYmBhMnjxZP1fhdmwEsnz5cgwdOhSA1iclJCQgIyNDXxYdIjF48GAAmlEIQL9uZhqqiYmJKC8v15cff/xxTJw40RQtRASbzeb3fL/yyitRUFBgih5FUQz3dMeOHXH48GFT9PD24usAS09PBwD9ZVk0x44d0+8pTkJCQtjDH6XxXAe+yRP8LaZFixYoLi42ZG0zxgyGR7j0cOMrKioKSUlJ+pufrzEWFRXl9zfhIvAccePYN46Yd8yXXXZZWLX4arJYLLqxYbPZdA8z1xIREYG33npLWCIcP87333/vpw3Qzl379u3x/PPPh12LL6qqYs6cOYa2a7Va8cYbbwCAnigrAofDgRkzZujLiqIgKipKfyk9ePBg2EcIOESEgoICPPvss/qyoih6Jz1w4EA/w1qEnsWLFwMAli5dCuCMMd2rVy+8/PLLyMzMFKoHAMaMGeNnWHi9Xtxwww3o16+f3k+JQlVVdO/eXb/XAc2Abt++PWJjY4VqAbRzMWrUKL8+2Ol0+sUXi8TpdGLlypV+6/iokhkj0CdOnAAAP8OZL/v2mSL57LPPDI6xkpISfZ3oazZ27FjDulOnTpmmh48w+cLbkKIowu95AEFzrTweD9xu92/yPoeKjHmWSCQSiUQikUhCRHqe6yDYm6/dbgcR6W9YPNM+NjY27F6xQD0ejwfV1dX622dkZCRUVQURoVmzZgAQ9jdBromIcPDgQT+Pc0JCgt/b6KWXXirEm8AYg6qqeO211wBocZgWiwWZmZm6h6Vdu3b4wx/+EHYtXA+PU587dy48Hg8sFguuuuoqAEBycjLuvvvusL4lB6OkpAQ//vijX2jE1KlTMXjwYFxyySW6dlH85z//0b1O/NhLlizBNddcAwDCvYfTpk3zGyFgjOGLL74AoJWCE+0Ze+SRRwDAUE7s3XffrTNOPBxwDXz4n2O1WjFp0iRT4mdVVcWxY8f81kVFRSEnJ8cUL6aiKH5ecEDLvxCR8xEMj8dj8DDzkRQzrldtVY5yc3NNq/gR7D7q3bu3aXpuueUWfcSJc80115im529/+xsAYNSoUfq67t27AzCvvOGcOXMwadIkv3UtWrQIu+0jjec6UFUVJSUlSE1N1Ycrjh8/DqvVqsfOlZSUIDY2Fvfcc48QPUePHtWHZ5s3b47q6mo9RCMrKwsHDx5Ehw4d8OGHH4Zdj6IoOHjwoK4lLy9PNzZiYmKQl5eHDRs2YOHChQCAIUOGhF0PoCUMxcXF6cPqRISoqCjceOON+rDlp59+qp+3cKKqKrZu3arHDvMyYtHR0Xos5N69e/W63CL0bNu2DQDw5JNP6jFsPNxm3LhxSE1NFXJugDNG2IYNGzBt2jS/h3tcXBx69+4tNBGFH3/lypVYvXq137akpCS0adMGgPgHxT/+8Q8UFxf7rWvZsiWAuhNiw8X8+fMBwGAcXnHFFcJCawJZvHixwTgcPXq0aQ/1Tz/91LBu1qxZpsUX//TTT4Z1r7/+uglKNGqLkfWtFS6aFi1aGNb5hpKJ5rrrrjOsu/fee01QojFs2DAA/sYz/92sdj1x4kSD8TxgwIDw3/fcc/q/+OnevTudD263m7755huaPn06paamUmpqKtlsNoqLi6OhQ4fS0KFD6ejRo7R582ZyuVzndaxQcLlc9NFHH1GvXr2oV69eFB0dTREREZSYmEiJiYn02GOPUVVVFTkcDlJVlVRVDaseh8NB8+bNo3nz5lFCQgJZLBay2Wxks9koNTWVVq9eTR6PR4gWIiK73U52u51mz55NFouFABAAslqt1KJFCzpw4IAwLZzq6mq69957dS0AyGKxUIcOHaiiooIqKiqEaSEiqqqqopEjR9LIkSN1PYwx6t+/P/Xv3588Ho9QPQ6HgxwOB11//fV+ehhjNGXKFKHXiojI4/GQx+OhHj16+F0zAPThhx8K1cJRFIVyc3MNeo4ePUpHjx4VrkdVVcrJyaGcnByDJofDIVwPJ9g58nq9punp3bu3QY+iKKbpGTFihEGP6P7Ql2eeeYaeeeaZoJrMYuvWrQ3qmlVWVhr0iO6jffF6veT1ev30VFZWUmVlpWmaVFU1nKPNmzf/pu8CsJlCtC9NN3DD+Tlf4/mVV14hVVUpOjpaN1gPHjxIL730Ei1YsIAWLFhACQkJ5Ha7hdzwr732GqmqSlarlaxWK7Vs2ZL27t1L7733Hr333nu0detW6tq1q7DO5/XXXye3201ut5sYYxQfH0+bN2+mzZs303//+18qKSmhefPmCdFCRLRs2TJatmwZlZaW6kaz1Wqlzz//nLZs2UJOp5PKysqorKxMmKZNmzbR6tWr/W7sRYsWUUFBASmKQoqiCH1YFBUV0eDBg2nw4MG6nqeeesq0DrC8vJzKy8spJSVF13P//ffT/fffT263W7gebsxHRkb6XbOpU6ea9lB3u91+L4MA6JFHHjFFC5H2AOUvOFzPo48+So8++qgpergB6KsHAE2ZMsUUPZxAPbfeemuD0nPNNdeYrsdXU9u2balt27ama/I9R40bNzZVj9Vq9dNjs9lM1RMTE0MxMTF+jg6zSU1NNRjPv5VzMZ5lwqBEIpFIJBKJRBIicpKUOvB6vTh+/DiaNGmix/EtWLAAl19+OQYOHAhAq9sbFxcnpEyLx+PBd999hy5dugAAGjVqhK+//hq5ubkAtPqv7777rrByMS6XS48H69GjBwYNGoS9e/cC0Eqc7dixA5dffrmwWChePrBv376oqqrSYw4tFgtSU1PBGBNeyL2qqgrNmzfXJ2x5+umnMX78eDRq1EhP0hEZK1ZZWaknxSiKgvbt2yM/P1+vBy46PpSfF170PyYmBqdOndJ/Fx1Hx5OYeHIiPx8Oh0N4QifH6XQaksw8Ho9pk1q43W5DTDxPiDVDE8+zCIy1NvMcqapq6Ifdbrdp8eDB9LhcLtPaNJGxxnVlZSUAsXMT+OoBjP3fjh070LFjR+F6gODn6L777sOcOXNM0QMYn1Xp6emGXAzR+Gribdw30fscv0tOknI+8BvpxIkTKC8vR3p6un6B7rjjDqxbt05PLBg0aBC+/vrrsBsdRIQjR47gxIkTeofHKzbwWXUyMzOxbNkyDB8+PKxaOIWFhbqh06pVK0RFRemGfXV1NSIiImC32xEXFydEDy8cX1JSgssuuwxZWVkAtPPE6z7yayvKKCssLITb7dYfCFOnTtWL8IvWAmgve77H3bJlC2JjY2HWS/SPP/7ot7x7925TavJyvvzyS79lPpuhWUYGAPz73//2Wx49erSps8H94x//8FvOzs42VQ+fmY7D7zUzNX322Wf67/yBbpbhDAD79+83rDOzTfO5CXwxw2jm1DahhlmGM2CcRAswN5kysP41oD3fzCLYM4sn5AsT8L/6OVvMc0lJCTmdTiooKKCCggI9EH/IkCE0ZMgQysnJCRrn6HK5qHHjxtS4cWP6f/bOOzyK6uvj35kt2c0mppJCKCkSqdJRQGmiCKigKCJFUAEV6QrBAghYACvKT0RFAUEQUUTBAliwAQJKRAUCgQCBQCAkZFO2znn/WO9lN7sJAbIz+Ho/z7OP7GSS+Tpz586Zc08BQO+8806Vx6kuLP5VURSy2+0+iQrDhg2jmJiYgAkwLO64adOmJMsyFRQU1Igeb5gudj4mT55MJpOJSkpKqKSkxG9/l8tFkydPppiYGB7bG0xeeeUVHuO8detWv+vmdrspJyeHx4cHmxUrVtCKFStIkiS64447eCwtQ1EUnpymVgLIjh07CABZLBayWCy0c+dOVY5bGQUFBT6xc127dtVUj81m84mbMxgMmiZUsfsGFeL5tEyCC5Sco2WyEBH56dm8eTNt3rxZU03esbMsGVdL9Hq9zzkymUya6klISKixONWaYMiQITRkyJDLKllw+/btfnpKS0s101NaWuqnZ/Xq1ZrpCZS8mJ6eTunp6Rf9NyFingUCgUAgEAgEgprnPxm2wZY+Jk2a5NMg4tSpU7BYLDz0IDc3Fy6Xy2e5jYiQlJTElzDi4+N5zPGlsH//fnTu3JkX+Q8JCcGJEyd8lh4jIiJQUlLiU9eViHizD71ejwEDBtRIjV673c6XrOfMmYPExER8/vnnADyxhN9//z3MZjOvHdqxY0ef3+/bty+Pp62JsAT6Z4lGURQ4HA6UlJTwWttWqxWvvvoqXx5duHAh2rZt63PchQsXomfPnrxOZU3D9AGe9rKPPPII//7zzz/7hfXk5uaq1qCAxYJ36dIFAHhtZ+9x5N3KXA0cDgfq1KnDvxMRatWqpcqxA6Eoil+DBC2XtQHw8c1g41mreqrAudrS3mhVRxnwhNFVpLi4WAMlHvbs2QPAdz44deqUVnIAeObrijGgFxsTWhMQkV8zG615//33A27Xcmy3a9fOb5vaOTveBGogw3K/tCAlJcVv29KlS1U7/n/SeGadulhMEXsYPfroo+jduzdv/PHKK69ww5lNNoMGDcLp06cRHR0NwNNnPtAgv1C6d+/uE3jvdrsxevRoXHvttQCAzMxM3Hvvvbjiiiv4Pi6XCzNmzEBOTg4AT9ezr776qkZiRpcsWYIHH3yQfz9z5gw3CBs2bIjDhw+jQYMGaN++vY+eTz/9FIAn5q9evXpYvXo1MjIyLlkPS0iKj4+H1WrF+PHj+bkwGAzIz8/nSVX/+9//eJwz4HkxmTlzJnr06MGveU0lVZ49exZr167F7bffDgDYtm0b9u7di7NnzwLwTL7r1q3j48jpdKKkpASvvvoq5s6dWyMaqqKoqAg//fQTAE8cOgD07t0bgGfyYV3H2M+C3amOvXRW7EZpNpuxePFiOJ1Ofm0kSVLNUCwqKvLreLZ+/fpKk9GCjc1m4wlUDNbJy+VyqW7Ys+vG8isYBoNBU2P+3Xff9dvGnB9acN111/ltu++++zRQco4ZM2b4bfN+cVWbQJ0F1Upy/zfh/QLG0NKYD/TCpVW3TOBcsrk311xzjXoCqhvf8W/8BIp5rhgjE+jDahkOHjyYwsLCqKCggIxGIxmNRpIkidLT0/m+ZWVllJ+fX+2YmoqwmNfzadLr9dSoUSMKCwuj/Px8ys/Pp7CwMJJlmfr370/9+/cnnU5XIzG01TlHsixTeHg4j/0+cuQIJSQk8HO3ePFiSkxMrJF4UUVRePOVyvRIksT3CQ8Pp6ysLGrTpg21adOGUlNT6dixY/TFF19cshZvxo8f71erVJZln++SJFF4eDjt3LmTdu7cSQ8//DBlZGSQw+Go8Vhwt9tNa9asoTlz5tCcOXPIYrFQZGQkybLsUyeYxTxv3LiRPv30Uzp69GiNaaiKgoICmjJlCk2ZMsWvjrJer6e5c+fSkSNHeCybWpSWlvrUmWbX7f777+eNd9SmT58+fmO8Xbt21K5dO02aJPz+++8BG0gkJiZqFoPtdDr96l+bzWZVciwqIywsjMLCwnzmA7XHc0UGDhx4WcXN5+fn++nRoqY7I1Acf2lpqabxxUT+sfxaNESqSs/KlSsvKz133HFHTfzNasc8/+c8z9VZrmJvxsuWLYNOp8Ozzz7L29DKsox27drxFscmk+mS3r4CZbAGwuVyYc+ePdDr9bztdElJCYxGI3r27AkA+OCDD2rkDZ4CvPFWRFEUWK1W7gF75513kJ+fj4SEBACe5Zx77723xrxS57tuRMT3sdlsWLJkCb9GY8eORXx8PD9PNcW8efP8zlXF60lEKC8v5yEvH330EX7//fegeDJ79OjhVy0iEGx879mzB7t37+ae6JrG7XbjlltuARC4VXHFfVu0aOHjeQ4mW7ZswcMPPwwA+OOPP/yuoyRJmDJliuoVG4go4HVkKxiA+l46l8uFHj16APCcFyLi9/Xff/+tmdcwJyfHb345fPiwZt457/PCyM7O1tyr6l21gd2HWmqqWEVi+vTpmlYiqUj37t01rfhTkdjYWABA7dq1NdUhyzJ/vhkMBtWqelUGq85SUlICSZLw8ccfq3p8kTAoEAgEAoFAIBBUk/+c5/lCk+ncbjcWL16MZs2aAfC8lb788ss1pudCYxddLheWLVsGAOjfvz/uv/9+7hWqKS7E28Y88hs2bMDcuXMxZMgQAKjR5K8L9V47nU4cOnSI1xBOT08PiqelOh56wOONZuf08OHDQYsT++abb6q1H0s6ad68OR555JGgeerGjh17Xo8zo169erjmmmt8YvprGna9EhMTcfLkySr37devH1JTU1Xx0CmKgsWLFwMARo4cGbC+69y5c7kHSs0YY7vdjgEDBvCkN+Zd/fbbbwH4JzWqyerVq6EoCvdabt++XdOkU+Bccx2DwYCtW7ciOTlZUz0AcNdddyErKwsffvghGjRooLUcxMbGYtq0abjnnnsAeHJotESSJN7cy2az4eqrr9ZUD6O8vBy7d+9GmzbV6tkRdJxOJ3788UcAQKdOnTRWc66pzhdffIGbb75ZfQHVje/4N34qq/N84sQJOnHixHnjegHQE088QTabrRrRMpfGnj17qqWHxcsGO0Zs27Zt59UiSRKNGzeOxo0bF/QYur1799LevXvPq0eSJJo4caIqMY/FxcXVOkczZ85UpV5wdWPVly1bRsuWLQuqFkbFeOuKH4PBQAaDgQ4dOqSKHiKibt26VaonNDSUQkNDfWpyB5uysjK/2HnvT3R0tCYxqq+//jo1bNiQTCaTj560tDTN4ordbjdlZmZSZmYmRUZGksFgoNtuu41uu+02zepxM7777jtq2bIltWzZkubOnau5HnaNvvrqK/rtt98018MoLy+nwsJCTWuoe8P6KlTsraA1brdb09j0QKhhe1woNWmf4QJinjU3cIP5OV+TFEVRKDQ0NKDB/MQTT6h+Y7tcLm5MVNQ0btw41fWwxh6BjJ9hw4ZpMvEVFRUFNDL69eunyWRcmZ7evXtT7969VddTWlpaqSF24403qq6HTbaBxlDHjh01McLcbjeZzWY/PY0bN9ZEj6IolJaWRmlpaT7XrX79+lS/fn1NEgSJiBYuXEhms5knwUqSRPXr19fs4Wmz2ahPnz4UFRVFUVFRpNfrKT09nRs+WnDgwAE6cOAAjR49msLDw6lLly7UpUsXKi8v18wwdLlcVFBQQM2bN6fmzZvToEGDyGq1at5cR1EUmj17Nk2bNo0KCwvJarVq3mAnLy+PPvroIzp16hSdOnWK9u7dq6kep9NJf/31F/3111+Ul5dHy5cv11QPu25FRUWUl5dHY8aMoTFjxmj+0mO32ykvL4/y8vKoU6dONTZnX4jxLGKeBQKBQCAQCASCavKfi3n2RpIkXt/2ckCn0/EY4ssBFhsbKAZTKyIiIqpdoUQNLjc9oaGhl5UeFo96OY0hWZZRVlbmWXqDZ/VNy/qpkiThwIEDADw5DS6XC3q9XvVKHxUZOXIkBg8ejJMnT/JzlZKSolld55CQECxevBifffYZAODLL7/EokWLNG1mExMTAwC8rjur6SzLsmbnyWazoVu3bti9ezcAT0z9smXLMHz4cE30OBwO3tDi+PHjMBqNePnll7F9+3YA6sc8s7GckJCA/Px8XkEGAK6//np8//33mswH8fHxyM/P99mm1+vRvXt3AEBcXJyqelJSUngPiYpERERg1qxZqupp27YtAGDHjh1+P0tKSvLpk6EGEhs0/x9p06YNBTrRAoFAIBD8FyDyL6GnFYqiYOLEiXjhhRcui/J0y5cvx5AhQ/hLkNbdII1GI2/uBQD5+fmaJsFWHDcsQbiwsFALOQACJ0zXlB0rSdJOIqpWhqYwngUCgUAgEAgE/2kuxHgWMc8CgUAgEAgEAkE1EcazQCAQCAQCgUBQTYTxLBAIBAKBQCAQVBNhPAsEAoFAIBAIBNVEGM8CgUAgEAgEAkE1EcazQCAQCAQCgUBQTYTxLBAIBAKBQCAQVBNhPJ8HIoLNZsPXX3+Nr7/+GuHh4TAajZAkiX/KyspU1WO1WmG1WjFr1iyEhobybmRMT2VdgYKBoihQFAUFBQUYOHAgQkJCEBISwjtsSZKElStXYuXKlapqOnHiBK677jpcd911ftdLkiQMHTpUVT35+fnIz89Hq1atYDAY/PS0atVKVT2KosBqtaJXr14B9aSlpSEtLU01Tew+e+yxxxAWFoawsDA/Tenp6arpATzd/j755BN88sknSEtL8xnTkiShZ8+eNVacvzoQEYgIx48fx/Dhw/3u+5kzZ6qmxRu73Y7Nmzdj8+bNiIqKgiRJMBqNyMzMRGZmpup62PguKytDRkYGEhISMHDgQAwcOBA2m011PQwiQllZGXJzc5Gbm4uSkhJVx49AIKg5RJOUKnC73XA6nTh69CgaNWrEtwVi7ty5mDRp0kUfqzq4XC643W4cOXIEANCoUaNK9UyYMAEA8PLLLwdNj3cr8cOHD6Nx48ZwuVyV7n/33XcH1YhmeiRJwpEjR9C4cWM/nd60a9cO27ZtC5oeAHA6nZBlmXeuSktLq/Rlq0GDBgCAffv2Ba0jmKIo/G+Xl5ejYcOGOHr0aKX7p6am4sCBA6p0KHO73RgzZgwWLFhQ6T4dO3bEjz/+qIoeIsLevXsBAM2aNQt4r2VkZGD27NlB1+KNw+FA/fr1ceLECb+f/fHHHwA8etWCiPDcc88BAKZOncoNQtZB7uzZszCbzarpYRQXF6NZs2Y4ffo0wsPDAQA33ngjli5dqknHPSLCoUOHcPDgQQBAq1atYDQaERYWproWb02My6ULoUCgFaJJikAgEAgEAoFAEASE8VwFsiwjJCQEderUQa1atarsMT9lyhS+XBgsdDodjEYj6tati7p166J27dqV7jtv3jzMmzevSk/wpWIwGPinbt26qF+/fpX7r1q1Cna7PWh6jEYjjEYj9Ho96tati8aNG3PvcyB27NiBsrKyoIbdGAwG6HQ6Pn66du1a6b4HDx7EwYMHUVpaGjQ93qEHZrMZo0ePrnL/vLw81Za6dTodJkyYwPUF4ujRo0Ed095IkoTk5GQkJydXqic7Ozvo931F9Ho9ZNl/6tbr9XwMqb2iePLkSZw8eRI6nQ6SJMFisaB169Zo3bp1patjamhKSEhAQkICJk2ahEmTJqm+SuCNw+Hgqwb169dHWFgYLBaLZnqISPWxKxD8f0GvtYDLGUmSQETIz8/Hrl27AAAJCQkB91UUhS/Nx8fHB1UPM2Z27NhR6bHYhFhQUBBUPQwiwpYtWxAXF1fp/ixeOyQkJCh6vHVJkoQNGzYAQKWaFEVR/cG+ePHiSl/C2DVjy93Bhohw//33IyMjo9J93G530K+Xt56oqKgq94mIiIBer860RUQoKCjg//aGjf0xY8YENGSDSU5ODk6fPs01SJKEK664ApIk4eabb/bRpwb79u3D0qVL+feoqCiMGTMGxcXFAKC6gfjrr78CAG6//XZYrVaMHDkSDz74IADPdVQ7PGHt2rUAgMmTJ0Ov1+OHH34AoN59HojZs2fj3Xffxd133w0AmDFjhqZhG6NHj8ann34KAPj666/RpEkTzbQA4Ofl22+/xf79+xEZGampHgDo3LkzMjMzcezYMU1fuhhNmjRBTk4OnyNNJpOmelJSUnD8+HEAgNVqhdFoDOrxhPFcDerWrYvy8nIAHu8mEcHpdPrsI8syYmNjVdHDYuTKyspgNpu5J85bEzMwYmJigqqFGRV6vR46nY5rY14Wb0wm03mNo5qEnReLxQKn0+mnJyYmRrVJiBnGp0+fhtls9nkJYlxzzTUAEPSbnuF2u7Fr1y7uHQfgtzLwyiuvqGYcOp1OrF+/nmvR6/VwOBz8oR4WFoYffvhBtYe80+nEihUr+Hfvey00NBQ333wzrrvuOlW0AOeuzYsvvgin08njiMPCwtCwYUMsXLhQtRcdRklJCfr16+djKN98883o3Lkzrr/+egDqGvJ79+5Fly5dAHhi+qOionDXXXfxMRwaGqqaFgB4/vnn8eSTTwLwzJWJiYn8uhGR6i9ebCVuz549AIAPPvgAAPD000+r/mLBnh0mk8lnbr7nnnuQmZmpiTHvdDr95t/rr7+e5xKoram4uBgRERE+21JTU3m+g9p6/vrrLwBA06ZN+TZmYwRzxbQqXn/9dYwdO9Znm8Vi8Xl2BANhPAeA3dRutxs6nQ6yLPMbqlevXti2bRvy8vL8focNniuuuCIomtjkxgzjkJAQtGnTBn///TcA8DdAb5xOZ9A8dd7LfXq9HmazmYeS5OXl+STwAZ5JUlEUbhzVNOy6ERHXAwDh4eE4e/asjxZZltG+ffug6KiI9/+zw+FASEgISkpKfDyH4eHhmDdvnip62HmSJAnfffcdDAYDN+RlWYZOp8Ptt98OABg+fLhqmlwuF1588UVuULBzxa7jjz/+qJoHiIiQl5fHK1gQEex2O+rWrQsAaNu2LZYvX66a8aMoCtatWwcAeOuttwCcM6Z79+6NJ554Ag0bNlRFC3AucXrUqFF8/gE81+ymm25Cx44dVVshYDidTvTo0YM7OgDAZrP5GKxqUl5ezo1SRklJCR8zahvOp06d4gmwjKKiIgDaeOSZB76iU+NmEqoJAAAgAElEQVTkyZNBfU5UxUMPPeS37fjx4/xZp7amQFWYrFYrd5Sp5WhhMAePN2weKisrU/XllN1XrDiCN263m4dtBQsR8ywQCAQCgUAgEFQT4XkOAHsDZ8kvwDkvgV6vh81m42+gLOkiJCQkKB7nipq8vQOSJMFqtfrEyjI9rDRTMD0uFRO73G43rFYrAM+5s1gscLvdXF9iYqIqcX6yLIOIeAm24uJiSJKEuLg47uXQ6/Vo2bKlKt4fWZb5cv/7778Pq9UKnU7nU/6wZcuWSE1NBaDeUpzNZsOHH36I8vJyPp6HDBmCpKQk3HvvvQDUjcv8+++/ceDAAZ9r9PLLL6NXr14AgKSkJNW0AMBrr73GV5PYasaHH34IwOMRUtsLNWvWLADnvL7s+PPmzQuqhyUQzOvD4lQZRqMRd999t+oeMcDjnT927JjPtvDwcCQlJWkWAlDRq5qUlKR6aA3DZrP5xe63aNECgPoeVaDyGNkbb7xRda88o2fPnnj33Xd9tt16662a6CEiTJ8+nc/FjM6dO6u+qsP0vPjiiwCAhx9+mG9nJVa10AR4ygQ/+uijPtuio6ODHoMtjOcqUBQFZ8+eRXR0NE+qWr9+PYBzRmlJSQl0Oh1fzg0WRAS3243Tp0/zBMDbbrsNf//9NzdwoqOjkZ+fj9DQUNxxxx2q6MnNzQXgiQtv2rQpTp8+DcATW5iSkoI9e/bw5hZvvvlmUPUwAzU7Oxt16tTBtddeC8Dz0IiIiED79u2xadMmAMCrr77Kk0KCidPpxO7du/mN/PLLL4OIEBERwZO7NmzYgEWLFqnyUHW5XPj9998BeMIgsrOzedgI4BlTVquVT4jBhhmCO3bswJQpU3ziwK+44grcdNNNPMFSjQc8e9H7+uuv8d577/kYG4mJiTyRSc0HBRHh/fff5/GGDBa/WqtWLdVjVZcsWQLAM/9507NnT82MwzVr1vglAI8cOVITwxAAtmzZ4rdt5syZmiXmsWQqb6ZNmwZAmxrPlSVyjxo1SrNz1LNnT79tQ4YM0USPJEm45557/Iznnj17aqaHJd56G8+dOnUCoL7xzM7BxIkT/YznJk2aBD2ERBjPVeByuXD06FEcOXKEJwy43W7o9XpuXDzzzDOYPn06XnvttaBqkSQJLpcL+/fvx2effQbA05hEp9Nx47ljx46YNWsWfvnlF9x1111B1QN4DEOWeDJ16lSUlJRwj5PJZELPnj3x/fff84dXMJsBSJLEvTw//fQTpk6dyuPCQkJCEB4ejnvvvZd7Dg0GgyreBJvNho0bN+Kpp54CcM6DWbt2bYwYMQKAJ/NdLc9GSUkJb1TDGujodDo0b94cAHDDDTdwQ1oNmGf3jTfewPfff8/1AJ5Y3vr166tq/LAx9MYbb6CwsJBvl2UZ06ZN4wmmaj683G43Fi1a5FOiT5IkrFq1CoD6Dy0i4nHX3vHzgKeajFaGD9PEkCSJG4dasHjxYp/vkiQF3alRFczxw5AkiSd1akHFvCFGoLhatQhUBlPLcxToXrrnnnsuq4Y2N910EwD1Y/irIi4uLuirX5fP/61AIBAIBAKBQHCZIzzPFfDOOn733Xfx8MMPIy0tDf379wfgCT14/fXXeU3nPn36YM+ePahTp07Q9ACeN9BFixZh1KhR6Nu3LwBPbNinn36KNWvW8P07dOiA3NzcoC9ZSJKExYsX82Wcfv36oUmTJjxebPv27UhJScENN9wA1iI92B6y5cuXAwCGDh2Khx56iJcOXLNmDYqKinD11Vdj4cKFAOBX2iZYbNy4EYMGDcKUKVMAeGJCV61ahYSEBD5mrFarXzmiYJGTk4OUlBT+XZIk/O9//+MhJBaLRdXMe9agxjskgZ2rKVOmqL7kzjzPP//8s8/2iRMnYtiwYZp4fFwuF7Zu3eqz7amnnsKVV16puhbAE9qyc+dOPz2A+qXgmB7gXPUGxtixYzWrpUxEfGWAMXjwYM1CSADg2Wef9fneuXNnTb2FbLmfwXIatDxHFXMHzGazJvH7jIo9GmRZrrJZW7DxLlHH0HI1BQAGDBjgt827xGiwkNTuRMUPLEnvArgFQD4RNf1nWzSADwEkA8gB0J+ICv/52eMAHgDgBjCWiL4+3zHatGlDzHCrDoqi+CXA2e12mM1mvv2hhx7CjTfeiCFDhgDwxKt27NgRf/zxB0++qCkqXhuXy4WCggJER0cD8BijL730Ejp27AgAuPPOO/Hbb78hPj6el4+pyaD5inocDgdvHnPVVVchLCyMLw02adIEkyZNwooVK7iGYBplRMRLVL3wwgto0aIFunfvDgD4888/kZqail27dvFtwTaC2LmyWq3o1asXDwFYuXIlQkNDERcXxx8SahkcRISzZ8/yxMTi4mKMGjUKjz/+OB9TRqNRVQORnZe4uDi4XC7Url0bu3fvBgBERkaq/nBn9YojIyNBRPzBeebMGYSGhmpiPJeWlvqEPEmShPLycs1ii8vLy/3GLJtvtDA02AtPxfNhs9k0O0cul8vPcC8vL9eskQQLN/Tm7NmzQU1yr4pApehYyUOWSK0mbL6uON88+uijPElObQLVAa9du7ZfUqyaVJz/9Hq9X88LtQk0J1+sXStJ0k4ialOdfbX0PC8GMB/AUq9tUwB8Q0SzJUma8s/3DEmSGgMYAKAJgNoANkmSlE5ENdIeztu7y7r4AZ4HKRH5PDQXLlyIGTNm8Hqzt912G06fPh0UL1DFDn4nT55EeXk596jKsoxJkybhk08+AQDUq1cPvXr1ws6dO4Pi5a2o58iRI7xOKGu00adPHwCeIvxJSUmYN29elR3sapKDBw8C8BhktWvX5g/4a665BmfPnkVISAg31pixGGxycnJw5swZHlPcuHFj6HQ62O12bnAoiqKakXjgwAF+3NDQUMydOxcmk4knWqldX5W9fLEX1507d/Jro8WL/ebNm32O/eWXXwJQv0ueN6tXr/b5/sgjj2hmFALAokWLfL43bdpUU+8ci+FnsLlZy3PknSzI5mItO7CxxG4G60qpFYEaaqhZp7wilRmAc+bMUVnJOQK1Ta9Yp1tNAs3H33zzjQZKKkeNIgAMzdZsiOgHAGcqbO4DYMk//14CoK/X9pVEZCeiQwAOAGinilCBQCAQCAQCgYDBOtdp8YEnPONPr+9FFX5e+M9/5wMY7LV9EYA7z/f3W7duTVUxcuRI+vzzz2no0KE0dOhQKi0tJSKivn37Ut++fen+++8nRVH8fq+0tJT0ej3p9XoCQGlpaeR0Oqs8VnXIzMykgoICKigooG+++YbKy8v5zwYNGkRdu3Ylt9sdUE9paSlFREQQAJo4cSIpihJQ+4Vgs9nIZrOR0+mk4uJicjgc5HA4iIjooYceotTUVHI6nQH/38vLy6lZs2YkyzLt27eP9u3bd0laKuJ2u/mHiGjatGkUGRlJkZGRVFxc7Pf/7nA4KCMjgxITEykxMbFGrldVLFiwgBYsWEBGo5E2bNhALpeLXC4X/7nL5aLDhw/T4cOH6dtvvw2qFsb69etJp9NRp06dqFOnTnTmzBn+MzZeXC5XwDEWDLKyskiSJJIkiUwmE7344ouqHLcyrFYrAeCf2NjYGrmPLhZ2vzE97FwFe+xWhaIoPucIABUUFGimh4j4eWF6Fi1aRIsWLdJUE3s2AKD09HRKT0/XVE98fLzPNdPpdJqNayKioUOH+o2jinOkmmzfvp22b9/up6moqEgTPUSe53pFPS+99JJmelwul5+exMREzfSwudlbjyzLJMvyRf9NADuomvbrvyVhMFCgYcA1XUmSRgIYCXjCGALBYoR/+eUXn/JGU6dORd26dXH//fcD8CzZUoU4XUVRULduXb4UJ8symjZteslhEo8//jhefPFFXipHlmXk5OTwvvHXXnstvv/+e7jdbp8lfkVReB1lSZIQGxuLRo0aXXJs5q+//orbbrsNAJCfnw+TycTDIkJDQ2E2m5GQkMCX31jCG/2ztNOqVSu4XC706tWrRkqfscSypUuX4s0330RiYiJfrnU4HNiyZQs/zp9//slrPDNNQ4YMQd26dfHFF18AqJmyOvRPQxqn08n1hYWF4cyZM7x0IWus0a1bN5/fW7VqFW8PXjFxpiYhIpw541ngYaXxsrKyAMCn0Q9r7R4VFaVKCElpaanPNXI6nX7JOmqGszidTr/5Qs2SfRUhIr8k5MuhFFSgdsFa6po9e7bfcvLZs2c1UgOeSO5d8qxiLWy1Ya2Kvan4XFObpUuX+m3TchyxubgiwSyvej4CFSEYNmyY+kL+gZWk8+aZZ57RQIkHlvzvzdVXX63a8S834/mkJEmJRJQnSVIigPx/tucC8O5CUgeAf8V3AET0FoC3AE/CYKB9tm3b5vOdTSILFizAXXfdxeP3nnnmGX5Ds+YNrVu35slDbPv8+fMveTKaN2+eXx3X5557Dj169AAAnDx5Ek8//bRPEordbsegQYN4AkFMTAwKCwsxePBgv/qrF0r//v19JlwiwhNPPAEAaNeuHfbv34+hQ4f6xM3Z7XbMnDkTALBv3z40bNgQP//8s1/G8MXAaqaOHj2aG4STJk0CAKSnpyM7O5tnArdt2xaSJPHY3jVr1uDzzz/HsGHDsHbtWgCokeROp9OJFi1a4MiRI7yeLP2T5MEaEoSGhuKll17i48hutyMrKwvPPPMM1q1bB8DzcKupOGOXy8WN5SuuuAKZmZm8FvepU6cgSRJeffVVAJ4Hg91uR3l5OTZs2AAg+DFjLKlz165dKCws5OO0QYMGuPPOO2G32/m5Yp07gw0RIS8vj8fvA56XnvXr1/NkNLXqgjNKS0uRn5/vs43lE7hcLtVrO7OY+MzMTJ/toaGhmlZHYPONNywpWAsC3T+BGm+oSU5Ojt82LeOdFUXxe+Gp2K1WbSo212FoObbZXOmNWrk6gWDJ1N4wR6MW1K5d228bawCmCtV1UQfjA/+wjRcATPnn31MAzP3n300AZAIIAZAC4CAA3fn+fqCwjUBLD6jg9k9ISKCEhAT6/PPPKS4ujgoKCnzCNGJjY/n+WVlZNH369IteSmVhD5XpYUuSUVFRlJGRQbGxsXTy5Ek6efIkmc1mkiSJLwtKkkQFBQW0a9cun5CGC8Vut1d5jiRJIovFQl27dqW4uDiKi4ujY8eOUXR0ND9P/fr1I71eT+Xl5Tys5GJxOBx+S7MV9RgMBoqPj6f4+HhKSEig7OxsSklJoZSUFIqIiKC33nqL6tevz8/LpSxZsr8RHh4eUAtbOpJlmUwmE8XHx9Mff/xBf/zxB/Xs2ZOuvfZaOnr0KG3dupW2bt160Toq8vvvv1NUVBRZLBayWCw8HEKn05FOp+Pa2Hn66aefaObMmbRo0SI+Dmt6KZeFHpSVldH48eN5yIjJZPI5b+Hh4bR06VLasWMHlZSUUElJSY3qCARb9svJyaG4uDgfPQaDgSZPnkyFhYVUWFio6hK3oijUr18/nzEvSRLdcsstdMstt5DNZlNNCyMzM5MyMzP97sG0tDQeyqU2LpeLjEajjx6LxVJpKJkaNG3alJo2berzPPEOd9OCH374wW+e0mIMMQI9g4uLizXTQ0R+eg4dOkSHDh26rDQtXLhQUz2yLPvo6d69u6Z6IiIieKgqAIqKirrkv4l/Q9iGJEkrAHQBECtJUi6A6QBmA1glSdIDAI4AuAsAiOgvSZJWAfgbgAvAI1RDlTYEAoFAIBAIBILqopnxTET3VPKjGyrZ/1kAzwb62YXAlvIrQ1EUnDhxAgBw6623wmAw4PHHH+chFZIkITExEb/88gsA4Morr8T06dMvesnpfDUS6Z/lrcLCQsyZMwdGoxFz584F4FnW0el0aNasGQBPOEpkZCSioqIuaQksUImcippKS0vx3XffwWw2A/C0xi0sLOTlmNq2bYvly5fXyLI7nVuZqPTnTqeTh5lYLBYsW7YMR48eBeCJfb/pppswfPjwGl0atFqt59Vqs9kgyzI+/vhjAMCPP/6Ip556yqdJSk3RoUMHv6U+Fm7krY+V6/vll1+wZs0abNq0KShhANnZ2WjcuDGAc7V4K6O8vBxEhEOHDqFly5Y1rsUbh8OBvn374qeffgLgiUmtOL6ICP379+fnRa0lZafTiRtuuMGvSYtOp8Mbb7wBAKo3/nA6nbjrrrsAgJfyZMvZW7Zs0awRSXFxsc+yuiRJ2LNnj+ohLd5UXP7/9ddfNTs/DO9nDBtDWpbxq3ivDRkyRNP8AuDc/U1ESE5ORnJysqZ6AE/NdIfDwZ+xI0eO1FRPcnIyz3uSZRkbN27UVM/o0aMBnGv+w8IV1eJyi3kOOhfakMLpdGLFihWIi4sDACQmJvLatDXBhdb+dDgcWLZsGQCgWbNmaNeuHd555x2ffS71QX8hEysz1j744APcddddPC5z4MCBl6TBmwt9+JSWlmLz5s147rnnAHg6ENWtW/c8v1V9LjT2tby8HHl5eQA8Bmt6enpQHvCBYuQCwfRbLBb8/PPPQas/27Vr1/MazYzExES0a9cOV111VdAMVfYiERUV5fdSUZFbbrkFTZo0UaU2r8PhwOOPPw7Ak/tQ0QCTJAnPP/8878CmZuy13W7Hk08+iUOHDgHwvFjr9Xp8/bWnR5WW3c4OHz4MIuKG1+bNm2v0Pr8YWN6F2+3GJ598giZNmmiqB/AkeT700EMYNWoUd7RoiU6nw5YtW/hzpqabi10MLJ73zz//xDXXXKOxGg9lZWXYvHkzunTporUUAJ4eASxn6NZbb9VYzblkxdTUVAwePFh9AdWN7/g3fiorVWe1Wv3KUlX2mTRpkk9Jr2Bx4sSJ82qRJImeeuopVWJC9+7dWy09U6dOpalTp/qU1QsG27Zto23btp03Xl2WZZo0aZIqMYZZWVnnPUc6nY6efPJJVcowBSptVPGj1+vppZdeopdeeinocbxut7vKWHUAZDKZyGQy0ebNm1WLK27YsGGlelgcnZolqoqKivjYDaSpdu3amsTMbtq0ifr06UPR0dH8OsqyTG3atNGsrJiiKHTmzBk6c+YMtWzZkqKiomj48OE0fPhw1UosVkZBQQGNHTuWxo4dS6tWrdJcDyMvL49ycnIuGz1ut5tKS0s1jU2vCBvPWsamV0RRlKA/Vy8UtfJRLoSajJfHBcQ8a1/7SCAQCAQCgUAg+LdQXSv73/g5X5MUIqL09HQfzyUAmjNnDs2ZM0f1IvKKovDqFcC5ShuSJNGMGTNU18M8A2FhYX56MjIyNCmyX1payjPsvb2ao0aN0qShBavEggrewkGDBtGgQYNU9/YUFRX5VIbx/gwYMEB1PeXl5VReXh5QT79+/TTxYHqPae9x1KVLF028YYqiUMuWLally5Y+VVGaNWtGzZo1I7vdrqoexmeffUaxsbFkNBr5mGrWrJlmlRocDgfNnDmTGjduTI0bNyaLxUIdO3bkY0yL+ai4uJiKi4tp/fr1lJKSQgMGDKABAwaQ1WrVzNOrKArZ7XYaM2YMjRkzhjIyMujUqVOXVPGopsjKyqLly5dTXl4eHThwgA4cOKCpHrvdTrt27aKjR4/S0aNH6aOPPtK0eYyiKLzCz5EjR2jixImXVDmrprDZbHTkyBHq3r07de/eXXMPvdvtpoMHD9LBgwcpJSWFrFZrjfxd/BuqbVwu7Nu3T2sJHEmS/IrZawmLyw2UGKcVoaGh5036VJPo6OjzJn2qSURExGWlh8UMX06a9Ho9rFYrPHOlx4GgZZ1ZSZLw22+/AfDUcHY6ndDr9Zonmt166604dOgQjh8/zpOI09PTNWtmYTAY8Mgjj/C68V9++SXefPNNXpdfi+vH4tOXL1+O06dP85jrkpKSC86vqSlsNhuuv/56npsTHx+Pn376CZ9//rkmmtxuN08c3r9/P3Q6HYgIDz/8MABPnL+aY4rd91dddRX279/v8zOLxYJOnTrxHCc16dixIy9E4A27ZrNmzVJVz4ABA/Dhhx8G/Fm9evV4Ho9aTJ8+HUDg2u6RkZE+fTLUQGID6f8jbdq0oR07dmgtQyAQCAQCVWHP9vz8fMTFxWnahISxb98+tGjRAgMHDsSiRYu0loPIyEifjpSFhYWIjIzUTE/FaxQTE4PTp09rooWIKn2p0cJuZC/wgRrX2O12/hJ9KUiStJOI2lRnXxHzLBAIBAKBQCAQVJP/fNiGQCAQCAT/32BeTBbmcjlw1VVXVbukphoUFRVpLcGHyykSgNV0v1xgXvDLRZPwPAsEAoFAIBAIBNVEGM8CgUAgEAgEAkE1EcazQCAQCAQCgUBQTYTxLBAIBAKBQCAQVBNhPAsEAoFAIBAIBNVEGM8CgUAgEAgEAkE1EcbzeSAiOJ1O5OfnIz8/H2lpaUhLS4PFYoHFYoFOp+NdptTSY7PZYLPZsGvXLtSpUwcxMTGIiYmBXq+HLMuw2Wyq6VEUBYqioLi4GEuXLkWtWrVQq1YthIWF8a5tJ0+eVLVzotvtxokTJzB+/HiMHz8ekZGRMBqNXI8kSfj2229V0+NyuXD06FEcPXoU/fr1Q3h4OHQ6nY+eRx99VBUtRASXywWXy4UTJ06gT58+sFgskGUZsixzPb169UKvXr1U0QR4xpHVasWYMWMQGRmJyMhIHz2SJKFz586qlSli99nSpUuxdOlSNGrUyO+aDRo0SNWySW63G263Gzk5ORg3bhzMZjPMZjMkSYJOp8P8+fN561i1YOdpx44d2LFjB6688koYDAbUqlUL2dnZyM7OVk0Lg81JNpsNmzdvxsiRI7Fu3TqsW7dO006XRAS3283vPzWfGwKBoGYRxrNAIBAIBAKBQFBNRJOUKnC73bDZbMjNzUXLli0BIGCBd71ejy+++AI9e/YMmhbmtbDZbDh8+DAAoH379gG9zGazGe+99x4AYNiwYUHT43Q64XA4AAA5OTl48MEHA+pJSEgAAMyZMweTJ08Omh673Q7Ac93y8/Px1ltvAQh8zW644QaMGTMGr732WtD0AIDNZoMkSbBarQCADRs2oKSkxG//l19+GQcOHAAAfPrpp0FrpWu323l7U5fLha1bt6KsrMxvvy+//BIAcN111+GHH36otE3rpcJarkqSBFmWkZ2d7dMu15sffvgBXbp0wXfffRc0PQxJkmAwGHir3gMHDnCtjA8++ABJSUmYM2cO/51gwv6fY2NjsXbtWp97TVEUjB07Fh06dAAAtGrVKqhaGJIkwWg04vfffwcAHD58GG63G2fOnEG7du0AAEePHkVoaKgqeoBz50lRFLz//vv466+/+LVxu9249dZbgz5+KsPpdPJxFBISApfLBb1ePIYFgn8bwvN8HsxmM+Li4hAbG4vY2NhK9+vbt29Ql0yZcWE2m1GnTh3UqVOnys5RDz74IB588EG/B35N6tHr9XzpODk5GUlJSVX+zlNPPRW0ZVP2EDcajTCZTEhOTsaVV16JK6+8stLfefPNN3kITDD0SJIEk8kEo9GI5ORkJCcno3nz5pX+zpdffokvv/wyoHFdU5hMJuj1euj1esTHx+PGG2+scv/ffvuNG/7BwDtcxGw2Y+jQofzcBSI7O1u1DmU6nQ7XXnstrr322kr1HDx4kC/DBxt2XiqGILGfmUwmHioRrPu+Ml0sLCkkJAR6vR4JCQk89EdNLd4UFBQgPDwcTZs2xciRIzFy5Eh069Yt6C85lcGcDd7Xjr3IagF7Xl0uHdsEgn8T4pW3CnQ6HRRFwVdffYXNmzcDAFJTUwPu63A4cPz4cQA4rxF5sciyDEVRsGfPHgDAd999V6UeADh27Bjq1q0bVD0AUFhYiE2bNiElJaXS/Z1OJ/Ly8lCvXr2g6QE8DwVFUbBu3ToAQP369SvVc/r0aQBAnTp1gqLJ27gBPN7K5OTkgA8sZoAFOy6TaVEUBc8//zw++OCDSh+gTqcTRqMxqHoYiqKgY8eO/DoGiglVFAUmk0k1PexFhhk77Dyx7x07dlTNc8iOfeDAARQUFPDzJEkSIiIioNfr+eqXmp7VXbt24d133+Ua69atizFjxvCVIDW9zkSE7777DgDw6KOPoqioCM8++ywaN27M91HTeCYiLFy4EADw/vvv46qrrsL8+fNV1+GtBwAyMjKwYcMGLFiwAACqfEFUQ9MDDzyA77//HgCwZcsWTVuKExFuvfVWAB7nwd69e3HFFVdoqgcA2rVrh+zsbOTm5qp6T1WmqXHjxsjNzcWpU6cAQLV5uTI99evX58/zoqKioD+3hPF8HiRJQv/+/fmDwGQyQZZlv6VuWZYRFxenip42bdoA8IQjWCwWPul5eyzZAz3YkxA7dmJiIkpKShAVFQXAYwiWlJT4GGVGo5GHcAQTIoLJZOIe5bi4OJSXl/ucHyJCeHi4KtcMOHeeiAi1atWC3W5HcXGxjx5mwIeHhwdVC7smRIRTp04hMjKSb2Oa2Pc77rgDISEhQdXDjudyufDbb7/BbDYDAAwGA4qLi/m5MxgMWLVqlWqGod1u54mlOp0OFouFj6mQkBC0atUKo0aNUs3oYB73FStWwGaz8XvNbDajQYMGmDFjBiwWiypaGGfOnMHo0aNx4sQJAECtWrXQu3dvtG7dGtdccw0AdQ35H3/8EbfddhsAoKysDPXr1+fzJaDuA56IcN999+H999/n38vKynxe8tU8N4qioFatWgA81w3wrAYCnnAytgKkFuxeslgsPqsTgwcPxoYNGzQx5o8dO+bnSGnRogVPfFVb07p167ghz0hKSuLXT209jzzyCADgjTfe4NsiIiIAnAtRVJuWLVti165dPtvMZjOcTmdQ7y8RtiEQCAQCgUAgEFQT4XkOAAt5cLlcMJlM0Ol0PDZt1KhR+P333/nSIIOIsH//fgDwWSKsKVhcpcFg4F5lg8GAIUOGYOvWrQDg8/bF3uRPnToVlDASRVHgcrn4eTEYDAgNDeXLxtu2beOxst5vozKMMDwAACAASURBVGVlZUFZTmEJlex4RqORe3CbNm2Kffv2+XieZVmG0WjkoRLBWuJRFAVEBIPBAMCzhB0TE4OTJ0/6hHTodDq0b98+KBq8YSEtgMebarfbERYWxpe7ZFmGXq9HYmIiAODJJ58MqjeBebjZedqwYQP3dFutVoSEhHBvYUZGhmrLy4qioLCwEHPnzgXguUalpaXcK5WcnIxPP/1UFa884Alh+eGHHwB4kkuZFxMAevXqhWHDhqFjx46qeX5YaNGUKVP4/AN4vE+dO3dG27ZtVQv3YZSXl2PYsGEoLS0F4LlmZWVluOKKK/gYUtMzdubMGaxYscLHq8o8hoC6HnkA+PXXX32ODwC5ubkAPONd7fjrxx57jB/bmwMHDqgaLuZNoByQwsJCvuqjdgjSwIED/baXlZWhoKAAAKrMw6pp3G43T8L3hj1Dd+3axQsrqAGLBsjMzPT7maIoeO211zB+/PigHV8YzwFgho7BYPBZMgY8Mc8ffvghn2iYMaLT6YJiNDN0Oh1PrvLWGR0dzSdEg8HAa5yyh0Ww4q9ZwqC3Hu8YaJfLhdDQUJ96puHh4bx6QTD0MC2yLPskwpw9exayLCMqKoo/9N1uN2rXrq3KZOh9Xk6dOoWCggLo9Xoei22z2RASEsLHDxtrwdQDeAygtWvX4tSpU/yY3bp1g9vt5tUa6tWrp4rBIUkSCgsLsXHjRhQVFQHwLLFPnDiRJ1l27txZtQc8EeGrr77C0aNHAXgm6tDQUL5c2aFDB4SFhamihelhsbPsQc6u2bRp05CSkqKqYcjG8+eff+5j/JjNZvTo0UOT+EeXy8WNQcBzzmrXro3Y2FhNlpPLysr88hdatWqliVFYWU5Djx49AEB1w5mIcP311wMA/ve///n87I477lC9Agk7P5MnT8Z9993n87Obb7456HNyZZrmzJmDUaNG+Wxv0qSJJmMIAJ5//nkAwKRJk/g2ZsCrfc+zMfv0009j+vTpPj9jTs9gIoznKnC73SgpKUFkZCS2b98OAJg1axZKS0v5zcTifEJCQvhDJFgeBbfbjdOnT/M43WXLluGdd97xScwpLi6GLMuIiYkB4LkBg/XgcDqdPFkgKSmJJ6EAHmMoJiYGx44d4zGsbLIMBoqi8BWD3NxcJCcn89jHrKwshIWF4corr+Te+dTU1KA2JmFjweFwICsrixvK3bp1Q1FRERISEnhZsa+//hpPP/007rnnnqDpAc6V82Nv6rIscy8mi0Xv2LEjduzYgWnTpgEInkee6WHGxa5du7Bu3Trs37+f3z8xMTHo0aMHj+NVw8vCvCg//vgjXnvtNR6XKUkS6tWrxw151pxEDdxuNz7++GNs2rQJwLl7um3btgA8ya5qejGJCKtXrwYAfv8zbr31VtWTmZjh8+233/pVPXnggQc0q2hx6NAhP6NVzRh5byRJCpj01r9/fwDqe8ElScLNN98c8Ge9evVS/Ryx4w0aNMjPeG7fvr0mY0iWZTz00EN+xnPr1q01eTnV6XR8tcDbeG7QoAGA4OdXVYS9YE2bNs3PeK5VqxaaNGkS1OOLmGeBQCAQCAQCgaCaCM9zFbhcLlitVsiyzL0+VqsViqLwt6w777wTr7/+Orp3766KnoKCAr5su337dpSVlfG35rS0NIwYMQKzZ8/GuHHjVNHDlkmzsrJ8GkkYjUY0b94c7777Lj755BMAwOjRo4Oqh3kxDx8+jKVLl/IKACxutkOHDli+fDnXHqySecA5T4bNZkNmZiYGDx4MACgtLUVYWBgiIiJ4++s333xTlWUmwDN+f/rpJwDA1KlT4Xa7ERoaiuTkZACeJdPJkyer5mlhsXurV6/Giy++CCLi3u7rrrsOzZs3VzU8gsXLLl++3CeWzmAw4N577+XVCtT0RDmdTqxevdonZl+n0/ElVLXirhmKomDlypUAzpUTZOfjhRde0KwByUcffeTj6dXpdBgxYoRmJdjWr1/v812n06Fr166a6WEhSN56WEUULagY0sLGUPv27TU7RxWPK0kSevbsqdmYrogkSUhLS9MsbCMQ7DpGR0drrOQcxcXF6NatW1CPIYznCrjdbn4Tr1y5EsOGDcOECRPQu3dvAJ7l5WnTpuGvv/4C4Eneeeyxx4KWyOT9cFq2bBmGDx+O22+/HYBneWv79u14/fXXAXjK7IwbNw6ffPIJWrRoUeNaGIqiQJZlLF26FA899BAAT1Jez5498eyzzwIAPv74Y5SWluLOO+/kRkiwlnVYyadly5YBAEaMGIFBgwbhuuuuA+BJavr1118RHR2NO++8EwDwyy+/BG3pyztUZtWqVRg8eDAefPBBAEDdunXx1ltvoaCgAE2bNgUALFy4EBMnTgz6A0OSJPz88898uXTy5Mkwm8145513eC3wpKQklJSU8PJDwdbD4ptZjLosy5g5cyYAYMCAAQgNDfWprRxsWBLejz/+6LP9sccew7hx4zRZvnU6ndi4caPPtqeeekq1LoIVcblc+Oabb3y2TZ06FUDwyywGgr2wf/zxxz7bx40bp/qLBYOI8Oqrr/psGzhwoKbdBPv27evzvUWLFprE8jKuuuoqn+8srETLGsZXX321z3edTldlo61gw8JqvGGhE1owe/Zsv20V5ya1qThXA54uvcFG+v/cXahNmza0Y8eOau9fVlYGk8nk08rV7Xb7vOX17NkT1157LWbNmgUAGD58OObOnYvOnTv71Rq8VOx2u8/k5na74XA4uNEnyzKGDh3KqzSMHz8er776Ku677z7MmzcPgKdCQU3B4gnZW7jD4eB1gSMjI6HX63nsUdu2bTFy5EisX7+eG/LHjh2rUW+vd2tnIuIe+aysLKSkpPBJ+MMPP0Tjxo0xdepU7nmOjIzk1UtqEu8ayoDH0/v222+jYcOGADxx37///jtSU1Oxbds2AMDtt98e1IdqxbrOQ4YMAeC5HvPnz0d8fDyPeTYajap5ehVFwcmTJwF4HlqFhYXo27cvXnrpJQCel62QkBDVvFBExKuO1K5dGy6Xi8dZ//3334iJidHEA1VUVITo6Gh+HfV6PQoLC3ksuNpeOqvV6hM/K0kS94prYfiwuHSWW8EoKSlRve41w+Fw+BnuhYWFQUuYPh+B5ro9e/bweUlt3G6335w3efJkAODt7tXEuwKRN0lJST5JqGoSqA64Xq8PehOtqgg012htQwbS5Ha7L2quliRpJxG1Of+eIuZZIBAIBAKBQCCoNv/5sA2n08nfOkNCQiDLMg+VKCkpgdFo9Hmz+eqrrzB06FDu5Xjvvfcwd+5cPP744zWih2lRFAUGg8GnVXFRURH0ej337kiShKVLl/LM16ioKGRkZGDYsGG44447akQPcG5Jnb2VS5IEt9uN/Px8fq6io6MhSRL3yL/xxhuoXbs27rnnHvz99998n5rU5F0nWVEUHD58GIDnuun1eu5pGTJkCLZs2YLExEQ8/fTTAIBXXnklKB4779bXAJCdnY3i4mJeISUsLAxdunTBiRMn+Bg6fvy4KvHXRIQjR47w0oZNmzZFhw4dEBISwsMVHA6HT+hSMJEkiddGt9vtMJlMePvtt326VKpdf5bVLFYUBZIk4YsvvgDgyd7WysPy2Wef+Rz7iSeeUDUOvCIsPIrRvn17TZfa165d6/OdVRrSyusMgIf1AeeqAqgRClUZhYWFPt8lSUJ6erpGas71UvCGhWtpQcVa04yff/5ZZSXnCDTfsOeXFgTS06hRIw2UVA57pqqyQsgMo/+Pn9atW1NVREVFUePGjSk2NpZiY2MpPz+fFEWhPn36UJ8+fWj16tV+v6MoChUVFZEkSSRJEgEgk8lEWVlZpCgKKYpS5TGrolOnTjRhwgSaMGECdezYkQoKCvjfHDhwID3//PN+f19RFCosLKTCwkIyGAwEgOLj46m4uJiKi4svWgsR0dtvv01vv/02bdu2jWbNmkVnz56ls2fPkqIo9MADD9ADDzxAbreb3G63jx52jiIjI0mSJH4+HQ7HJekhIiosLKSSkhI6ePAglZaWUmlpKSmKQhMmTKAuXbpQly5d/I6jKAqdPXuWmjdvTnq9nvR6PX3xxReXdK28/7aiKORwOMjhcJDT6SRFUej555+n559/nurWrUtnzpzxOU+KolBZWRlNmTKFpkyZQikpKVReXn7JWqrSpygKLVmyhMLCwuiDDz6gDz74gGw2G9+H6c/NzaXMzMygaKnI5s2byWg0ktFopMaNG9Mff/zho9ntdpPL5brk+6q65OXlkU6nI51OR3q9nm688Uaf86c25eXlVF5eTrIsEwAyGAxkMBj4ddMCt9vN9bDP4cOHNdOjKAo/L0xPRkYGZWRkaKaJiCg+Pp7rYc8XLcYQ47777vO5ZpIkkdPp1EzPjh07fPQAoBMnTtCJEyc00VNSUkIlJSV+miZOnKiJHiIil8vlpycyMlIzPYqi+OmRJEkzPYyKmjxm7UX/rR1UTfvyP+l5Zp6JwsJCnzfyQ4cOISIigsftZmZm+tVJdrlcSE1N5d4ERVF4DeFL8WReffXV+PPPP3kXMUmScOTIEe7RGTFiBLZu3RpQD2uuodfrIUkS6tSpc8meqREjRmDx4sX8GLIsc292vXr10LVrV2zdupV7nr095ICnFqUsy4iOjkZKSgqAS2v+sW7dOgCeGPP8/HyYzWbs3r0bgMejExUVxRMSy8rKfLw8iqLghhtuQHl5OU8irInGCcXFxVi8eDGWL1/OO/K9+eabcLlcPP49JiYGWVlZvCYv4HlhHTVqFB+H7733Xo14V+mfhj0sNp01X8nPzwcALFiwAAaDgSd7setJRLyaTJMmTYLa7Id5eAoKCnD//fdzb0ZBQQEsFouPd6O0tBQWi0W1RMF27dr5xId7e5tZXL2atZ3ZdfCuYKOFFm/69Onj46Xzbk6kBevWrfOLAWXx11qcI7aCw+45wL+qhNoQEZYuXeq3Xcvr1rlzZ79tbMVJC7znZ28efvhhlZWcI9Bq9r333quBEg/seesNe+5pAauM5I2aCbn/SeM50BIW4Cn9FhsbyysPNGrUiP+MXajU1FScOXOGG4Jutxtjx47ly84Xy549e3wMB0mSsGbNGvTp0weAJ+Rh1KhRPhNeSUkJ2rVrh7y8PACeZUqbzYa5c+dyA+piDdYVK1b4NBzQ6XR45513AAA33XQTbDYbJkyY4DNYS0tLMWjQIADAwYMHUatWLRQUFPBEEFal42IYM2YMAPAEM0mS8OKLLwLwdO3Kzc3lx2YZ/+xBNmPGDOzatQsNGzbklT+uvvrqS364LlmyBBMmTICiKLxQ/DPPPIO0tDTk5OTw47Rs2ZIfp6ysDGvWrMHatWt5U5SvvvoKnTp1umgdDJfLhdGjR/MXsKlTp+L06dPc2MnJyUFYWBhf+jMYDCgtLUV2djbvnDd//vxKlzAvBjamXS4XJElCdnY2AOCPP/7A8ePH+XkZOXIk6tSpg7KyMv4Clpubq0pCk8vlwoEDB3D8+HGuNyYmBi+88AJPRmMhVGqFkBQWFvIwJMAz3h944AEAniVvtaskMAPw66+/9tkeERGhScMGRsXyl5Ik4ZZbbuH/VpsVK1YA8F3iZlV1tCq/5nQ6+T3F8A4J1ALW2MsbLcuvsao/FdGy0kag68MKAWgBK9PpzbFjxzRQ4iFQJZ1A4UDBQiQMCgQCgUAgEAgE1aW68R3/xk+gmOdAcUTeH6PRyGNnc3NzKS0tjc6cOcNjIQFQeHg433/BggXUsGFDKiwsPE80TWCcTic5nc5K9bB4vmbNmtHWrVspLS2NTp48SSdPniSj0UiSJFFcXBzFxcURANq0aRMNGjSIysrKqKys7KI02e32Ks+RXq+n5ORkWrBgAaWmplJqaiodO3aMwsPD+Xlq2LAhSZJEe/bsoSVLltCSJUsuOua5rKzsvHri4+NpyJAhNGTIEEpNTaWcnBxKTEykxMREMplM1LdvXzIYDFRQUEAFBQV0/Phxn1jtC6FiLKr3R5Ik0uv1ZLFYyGKxUIMGDSg9PZ327t1Le/fupRYtWlB8fDzNnz+fGjZsSA0bNiSn00kul+uitDDcbjc1btyYx+FXHD/sExYWRunp6ZSenk7bt2+nYcOGUf/+/enIkSN05MgRysrKuiQd3pSWltITTzxBTzzxBA0bNoyioqKoXr16VK9ePQoNDSVZlvl4SUtLo02bNtGyZctoy5YttGXLFh4/HiysVitZrVZauXIlJSYmkizLPJchMjKSXnrpJTp48CAdPHiwRuL1q4vT6aT+/fv7zDkGg4Huu+8+uu+++8hqtaoeP7t7927avXs3jy1m56l169ZBi9c/Hy6Xyye2GP/EhNpsNs3iwtl4Z3p0Ot0lzcU1QWlpqd88VVRUpJkeIv841X379mmqR5Zln/l87ty5NHfuXE01RURE+Jyjdu3aaarn5ptv9tETHh6uqZ6NGzfSxo0bfe61SwUXEPOsuYEbzE8g47m4uLhKQ8z7wYB/kgHvuOMOn58lJibSa6+9Rq+99hrZ7Xay2+0XfpX+gSXhVUcTADKbzTRixAgaMWIEASBZlqlRo0bUqFEj2rBhA7lcrktOBKnuOQJAYWFhFBYWRo899hg3HPV6PfXs2ZOysrJ4otzFGqpEHiPnfHoqPkBnzpzJjQ+mjyU7XmoCGDOeq6snNjaWnnvuOXruuefIbDZT8+bNaffu3eRyuS7ZaGa4XC4/w7myT3R0NEVHR9MzzzxDtWvX5i82NW0g9u7du9rnyGKx0Ouvv04PP/xwjSS7BoKNw82bN1NYWBgfq+y8eZ+/0NBQ2rRpEx06dIgOHToUdGPVO9G2TZs2pNfrfYxni8VC+/bto3379qme6GW326lHjx7Uo0cPMhqNfF40mUx05MgRzRLhysrKKCEhwefhuXfvXk20MCZNmkSTJk3i42nt2rWa6iHyzJ9sbF8OyZRExMc1AGrZsqXWcnhSJwCKiIjQWg4REQ0cOJA7h/R6vdZy6JdffvF5/msNKxjANNUEF2I8/+eapBD5Fx4/H2azmcc6hoSE4NSpUzUWv8bO/4VoYoX2Q0JCEB0dzcsi1aSmCz1HSUlJiIqKQpMmTQB4Yv9qSs/FlCtr1qwZj5ft1KlTjbYGr6ygfmVIkoTbbrsNANChQwf07du3xstEXcg1Y/Gy48aNw9ChQ3HllVcGJW7VbDbzmOHzkZiYiNdffx29e/fmsWw1HSPK4t1btWp13rju3r17Y8mSJby8YjDjVc+ePcvbt3/55Zd+8amyLGP27NmYMGECAHWTYhwOB1asWIHx48cD8CTJmkwmfPbZZwCAbt26aRbLW1xcjKZNm/Jxv3r1arRu3VozPQB4Mu5bb72FjIwMn3wHrXC73fj8889Rp04dtG7dGoB28deMwsJC/tzq0KGD5u2vWX7Pd999h65du2raCZJBRFi1ahXPe9Iyt4DB8p7uvvtuTbqJBuLVV1/FwIEDeTnYS0E0SREIBAKBQCAQCILAf87zDJzL9D3fm5wkScjIyMCAAQPQvHnzoGhklJaWnre8nCzLmDJlCkaOHAkAqF+/ftD0nDp16rxvcjqdDk8++SQATzUM1so4GGRlZQEArrrqqkr3Yd6CqVOnYsKECUF/M/71119xzTXXVLmPwWDA5MmT+Xmq2EK4JsnJyeFlASvDZDJxLVOmTAmqh8Vms/FSi5XNM6yRxfz583HvvfcG1QPFNCQlJfEKNRVhY37btm2oX7++Kh663NxcJCcnA/CsajCd7NgNGjTArl27gjp2ArFnzx4sX74cn3zyCa+SAgA33ngj1qxZA+DSyk9eLGz+nvV/7J13eFTV9ve/Z0oyk94TCCEEDBAhFAGpFgRFml4bCAhI8SoKUvWKgkpR4KIoimJDlEcJIqKoiCiooCLF0CKQEEOAVNL71HP2+8e8ezGTBIRk5oy/6/48Tx7JJJNZnrPP3muv/V1rLVmCb775hk51FixY4NWIoc1mw08//QQACAoKQo8ePf4WEUyLxYK6ujr4+/t7taIFhzHm0pzs7xBR5bbU1dV5tQFRfSoqKqjsqrdPCwBHSVHgYlO0vwPFxcVuKT0LXF3k2eu6ZE9+/VWTFMYYmz17NmlmDAYD02g0bM2aNWzNmjVu06NeDbyhCOBIXuSJDK+88orq9nAdZteuXV2SzzQaDVu5cqVXro/NZmMtW7Z00YJptVq2ePFit2qIr5Tq6mqXxA5+v+bOncvmzp2ruj3FxcXMz8+P+fn5udij0WjYv//9b9Xt4fplf3//BvZMmjSJEmbVxGw2s/DwcMpt0Gq1TKPRsNGjRzc7h6EpyLLMBg8ezAYPHswMBgON61tuuYXdcsstXkvI++2331hycjILCQmhMTVw4EBqTKS21tlut7M9e/awiRMnsokTJ7LY2Fg2evRoGmPNyatoKjxXoKCggI0ePZqaXF24cMFr940xx9y9b98+tm/fPrZu3Tp2/vx5dvbsWa81/OGYTCaWmprKsrKy2Jdffsm+/PJLr9w3jqIorLS0lGVlZbGsrCz21FNPqZoc3Bg84fX06dNs6NCh1MDFm8iyzE6dOsUSExNZYmIiy8/P96o9iqKw48ePs+PHj7OwsDD222+/ueXvQmieHVwq8iwQCAR87mPMUe/77xBJsdlssNls0Ov1Xonq1qeyshK5ublU57lTp05etaukpAQbN24E4NCHL1u2jJrJ6PV61e9hVVUVAEczje3bt+PWW28FAIwcORKjRo3ySlTVarVi6NChVO+dNxp67bXXqBa+mhpjxhgGDRoEANizZw+9xptaHTt2zC161atl/Pjx2Lhxo0v+g0ajwdNPP40lS5aobs/ChQvx4osvNsjHiImJAYBLnpZ5CudTnfp5GDqdDlarVdXn7cyZMwAcp8/OPSg4iqI0256riTwL51kgEAgEAjfAnQy1mulcDu7YjxgxAmvXrqVkbm/Svn17ZGZmQpIkVFZWAoDXEs8YY9BqtS6SspiYGNWdVM6lEuO5M632xtBut19yo3zu3Dm0bt1aVXt4A5TGmqN069YNR44cafZniIRBgUAgEAgEAoHAA3g/m0EgEAgEgv8B/g4RZ05QUBAAkHzj7wBP/P47IEnSX5asVBONRnPJxGpvoNPp/lb28GTXv4tNIvIsEAgEAoFAIBBcIcJ5FggEAoFAIBAIrhDhPAsEAoFAIBAIBFeIcJ4FAoFAIBAIBIIrRDjPAoFAIBAIBALBFSKcZ4FAIBAIBAKB4AoRzrNAIBAIBAKBQHCFCOf5L2CMQZZlWCwWWCwW3HPPPVi0aBHmzp2LuXPnIjIyUtW6g4wxauFbVVWFW2+9FRMmTMCECRMwYMAABAUFqVq7UlEUKIoCk8mEc+fOoW/fvujbty/69++P6Oho+Pn5wWq1UncgNbDb7aisrMTevXuxd+9eJCcno02bNvD19aW2xxUVFarYwhiD1WpFXl4e8vLysHLlSiQkJCA8PBwajQYajQZarRapqamq2MIYg9lshtlsxpkzZ/Dwww8jNjYWRqMRRqMRkiRBo9FgxYoVWLFihSr2MMZgsViQn5+PGTNmoEWLFmjRogW1W+ZfDz30kMefNW6PLMuoqqrCe++9h/feew/XXXcdfH19yRaNRoPHH39ctWeNjyOr1YqMjAzMnz8fERERiIiIgFarhdFoxKZNm+h5VAvGGOrq6nDq1CmcOnUKo0aNQnR0NG699VYUFBSgoKBA9bqs/BrYbDYUFRUhPT0dJSUlKCkpabStr0AgEFwtoklKI/DJXpZlmEwm5OXl4eabbwYAXLhwAVu3bnX5fY1Gg5MnTyIpKcljtgAOp7Curg5nz54FAAwePBglJSUN3qPVarF//34AQO/evT1mk9VqRW1tLQDg7NmzuPXWW1FWVtbg93k7zW+++QZDhw71iD3cAQOA2tpaZGVl4V//+hcAoLy8vMF7QkNDsX79ejz44IMes4fbYrVakZubCwBYtmxZA3sYY+jZsyeWLl0KAHj66afd2oqV28IYQ3V1Nf3tsrIyfPnllygsLGzw+0899RQAIDMzE++88w40Gvfus7lNJpMJgOMZstls2LNnDy5cuODyO5z33nsPtbW12LBhA3Q6z0xd/DMlSYJOp0N+fj4A4MSJEy4bQMYYXn/9dRgMBixbtgyAZxtkcHsAR/OLbdu20bPGN0Tjx49HmzZtADieezXa+UqSBB8fH/z5558AgN27d8NkMuHAgQO4++67AQC7du2Cv7+/x23h8LHKNxr5+fno2rUrAMccGhUV5fbxfKU4j2lJksAYU73tskAgaD4i8twIPLqkKAqMRiP0ej18fX0b7anOGTBggIvT5G5b+ETr5+eHoKAgBAUFITQ09JLvGzp0KIYOHeqRKJSzTQEBAQgICEBERARiYmIu+75x48ZBlmWP2MMjuFqtFoGBgWjVqhVat26N1q1bX/J9s2fP9khUnNuj0WhgMBgQEBCAuLg4xMXFoUOHDpd838qVK7Fy5UrU1dW53R5uU0BAAEWZExIS0K1bt8su3lu2bPFIlJ7bxG3x8fFBdHQ0Bg4cSD9rjD179qCqqsrt9nD4fZMkCQaDAUOGDMGQIUMadbYkSUJ2djadSnka52eOMeZiq1arRUBAALKyspCVleWR5+xy/Pnnn/jzzz8REBAAPz8/dOvWDcOHD8fw4cOhKIrqp3OMMVRWVqK2thbh4eGIjIxEZGQkQkJCvOas2u122O12lxMX4TgLBP83EZHnRuATvV6vh81mwyuvvIJvvvkGANC5c+dG31NWVkZRqtjYWI/YxO3ZuHEjAODzzz+/pD08unn+/HmKRnnKHgD4+eefsWnTJnTp0uWS7ykvL0d2djauueYaj9kDADabDbm5ufjoo48AAF26dGl08a6srKQofvv27d1uD+BocSrLMl2ndevWITk5udFNTXV1NQAgPz8fiYmJbrWH4+wEarVarFq1CsnJ3MMrRAAAIABJREFUyZd0turq6ig67AmcnQdZlvHII49g7dq1ANDoZtRkMl12E+tOu6xWKwIDAwE47qNz+1xnR1YNewDQmElPT0dlZSWNd41Gg6CgIPj4+GDgwIEA1GsTrSgKfvvtN3z88ccAHM9ely5dXE50/Pz8VHMSFUXB5s2bAQApKSmQJAnPP/88Rb75ZkMtFEXBCy+8AAD4/fffMWnSJAwfPhwAPHZ68lf2AMCsWbNw+PBhWkvi4uK85sjLsoxx48bh+PHjABxrSXh4uFds4fbcdtttABybwrS0NGp17i17AKBXr17IycnBuXPn4Ofn5zV7AMc46tixI4qKiujk0mAweNWehIQEOokvKyvz+LwsIs8CgUAgEAgEAsEVIiLPjcB34IwxaLVarF69mo72DQYDDAYDKisr6XcAR0QjMjLSozZxe5588kkAgMViQUBAAHx8fAA4IrvOEU8AfymlaI49iqJQJPO+++5DXV0dRQx0Oh2Ki4tdoocGg8EjUXlnewDHvejatSvdo5YtW4IxhgsXLpAtiqLA39/fo/bwzwFA10WSJLRr1w51dXUu2l5ZlhEREUH2ehLnMavRaJCYmEhSEZ7gxaMdHTt29GgUyPl+yLKM0tJSl3tSWFhI15AxhsmTJ6sS6VUUBRaLBWlpaQCAwMBAhIeHk85Yr9cjNjYWixYtUkU/yxhDTU0NAOCXX36B2Wym66TX6xEfH4+JEyciOjoaADweReT3LScnBytWrMDJkycBAO3atcPAgQPRvn170hmrGQVft24dnnjiCQCOU5P+/fu7zMs8Wq8Gdrsdffr0wZEjRwA47omfnx/lfagt26isrKT1wGw2Q5IkPPPMMwCA9evXQ6vVqmoPvy49evRwOWG6/fbbsX//fnqu1LRp+fLlmD9/vstr7du3R15eHgD1xjJn6NCh+Pbbb11ei4iIIOma2qcX8fHxABwn2pyAgAAAjlNBNZ8vTmBgIM2NHKPRCLPZTL6RJxDOcyMUFxcDcEy+sbGxdGQLAK+//jpOnTqFVatWubyHMUYygcmTJ7vdpsrKSphMJoSHh9MAtdvteP7555GRkQEAePfddwG4OpI///wzbr31VrfbwxPh+IPDq1jMmDEDAHDq1Ck6PuWTn91uR0ZGBrp16+Z2eywWC21wfH194ePjQ0e1Y8eOxZEjR1wS47RaLRRFoWMedyc08ax+m81G2mcACA4OxoABA5CWlkb2SJIEvV5PE7PFYvFIghV3ULljbDAYEBgYiPj4eGRmZrrYwsdYt27dPKpX5ePUbrdDr9ejpqaGnPVz585RhRTAcWz58MMPe9RZdU4WNpvN2L59OwDQhpk7H6GhoXjttdcQGxuriqNqtVpx9OhRAMDq1auhKAotGHfddRduuOEG3Hfffaot7lzK8+qrr+L777+ne1JXV4c+ffqgS5cuMBqNqtjCKSsrw/Lly2nTrNVqUVlZ6ZKvoqYjduzYMRw/fpzGuCRJKC0tddnkqwVjDEuXLoXZbHZ5jTtBVqtVVSmAoii0TtafX4qKilBZWYmwsDDV7OGyuv/+978NflZTU0PzY8eOHVWzqaamBrt3727wutVqJV/DEwnvl+L8+fPIyclp8Dofz1OnTsWHH36omj0//fQTADRwnAHHmOratStOnTrlsc8XznM9GGMICQkBAISFhdFixBfw5ORkvPnmm/Q6YwyKokCr1WLSpEkesQdwOHcBAQEui6OPjw86d+5MD5Jer6eoId+RDh482CM2GQwG+Pr6uux8fX19SV/99ddfw2g0UpIM4HBAeDTK3fY4b3C4Tfye+fv7o7q6GsHBwTRJWq1WBAcHXzahsDk426LT6VyivVarFRqNhiKHZrMZNpuNvvfUosEdB74b5+XYCgsLybno1q0bqqqqyPFJTExUxQnSarWwWCzYt28fsrOzATgiGsOHDydnv3fv3oiOjlbFeQaA7OxsHDp0CIAjAh4aGoqFCxcCAHr27Ik2bdqo5qwyxvDll18CcFT8URSFEoYffvhhJCUlqRaFcj6Z2LVrF2w2G12HiIgI9OrVS1XH2blyCz/N4a936tQJQUFBqut5eak851wCxhj69u3rleicoijo0aOHy6kqAAwbNgyAuhF5bs/06dMBOJwuZ4YNG+bRiGFj8OuxZMkSsovTrVs31e0BHGvHiy++SCcpnMjISNUj4PxzeflSfvoNXKympWY5WgC4/vrrATiCCTNnznT5mUaj8WiuDiA0zwKBQCAQCAQCwRUjIs/14GWfAMdRTnV1NUJCQkhjNHnyZBQUFNAO3jmywHWj7jxy55/DI5bl5eWkjc3NzcUTTzxB0RadTkfHcjwKZbVa3a4R5TbZbDaSuMTExCA1NRUvv/wyAKC0tBQGgwEVFRUUKQwICHCJirvTHn60DQB5eXlo3bo1VQDYvHkzTCYTQkJCqN6yr68vEhMTXaonuBM+LsxmM3Jzc9GuXTsAwPz587Fv3z74+/tT1ZGDBw8iLi6O6lJ7Sgtpt9thMpnoCLJ169YYM2YM8vLyyL7u3bvju+++w7Rp0wAAo0aNcrsdHFmW6ZlJS0ujyjacVq1aITk5mSqijBs3zqMRIK5zBoDDhw8jJSWFrpWPjw8SEhKomkxUVJTHo6vO9dS///57fPXVVwAcY0qn01EN97Zt26oaOVQUBd999x0AR3TeOa/htttug7+/v6qRXv7ZJ06ccJElAMAdd9zhlaoWfB1xrqojSRIGDRrklRrTWq0WgwYNalBnumfPnvRzNdHpdBg/fjyAhpHn9u3bqx7p5Z83bdq0BpHnxMREOo1WE4PBgHnz5jWIPP9VCVZPYTQayRbnyHNwcDD9XE24zOjxxx9vEHn29fX1eLMo4TzXw9lx4YuCzWbDiRMnADh0P3a7nZJQOnXqhN27dyMiIsIjC4bzZKcoCjlAAHDo0CHk5uaSFCEmJgb9+/fHpk2byBnyBNwmu91OTVLKyspw4MABFBUV0c/i4+Px0EMP4e233wbgGQkJcFFzxa9DaWkpampqKImpuroaGo0GycnJ1Pxj06ZNmDhxokfscR5DZrMZFy5cwMGDBwE4EvI0Gg10Oh06deoEAHj++edRXFxMx1CesAdwLJY1NTU4c+YMAGDp0qUoKytDUFAQTUS9evXCc889R6WZPJWcx58tvvlKTU3F888/D6vVSrKV1q1b46abbqLFVQ0HkY/fb7/9Fm+99RZtgoxGI/r3708lBNXUh5pMJnzzzTfkyHN7+HUJCAhQzSFjjMFut1MSE3/+uaZ/5syZXpElAMCPP/7oEswwGo0YMWKE1xqi8E2fsz3XX3+91+yp313RaDSiR48eANTVX3Pqr5d83PTo0cMrMgmgoU1arRZ6vV5V/fXlkCQJRUVFuOmmm7xtCgCHPTyw+P7773vZmotYLBacO3fOo58hnGdcjBJqtVqYzWbaQW3evBkTJkzAnj17kJCQAMCRgPfUU0/h2LFjAByav/bt2yM0NNStiwavZMEjYQaDAVu2bMH48eOpNmfnzp3xww8/4MUXXwTgSFDZuHEjhg4dShUb3BVRcHYIeTR769atmDBhAgBg0aJF6Nu3Ly2qa9aswZkzZ7Bq1SrarSYnJ3ssoqrX6/Hpp58CAKZMmYIJEyagb9++AByNPj777DOUlZXhP//5DwCH8+yJjpCAYzzx675lyxZMmTKFPrdPnz6YPXs2Dhw4QL8zc+ZMfP311x6boPnmQqvV4ssvv8SYMWMAADNmzECnTp3wxBNPUBWJa665Bhs2bMCcOXMAeHZR1Wq1tMHp3LkzqqurERQUhOXLlwMAEhISEBsbS5tFTztlkiRRJJw3GuFRy1mzZmHKlCleqWVqsViwc+dOl9eefPJJ3HDDDQDUdXwkSYLNZsMXX3zh8jrflHrDyeDz97p161xenzZtmtdqzzLG6PSGM2LECNVqgjdGfYcrKiqKoobe4P7773f5nj/f/fr184Y5AEBdXp1ZuXKlFyxxsHfv3gavedNJ5VVHOIwx3HnnnV6yxkFjCYORkZEeP/0SmmeBQCAQCAQCgeAKkdRsm6o2PXv2ZL///vtlf0eWZYrcnD59Gu3ataPvnSN2nO7du6Nnz54U5bj22muxcOFCjB8/njS3zdnxON+P3NxctGjRgv6mLMtgjLkcaQ0aNAjXXXcdAOCVV17B0KFD8dxzz2HIkCEAHBKG5u7AeNSZRycDAwOh0WhcsskNBgMkScK4ceMAOCKJixcvxrRp0zBv3jwADr34zp073bYj5EfGPj4+kCSJovR1dXUICgqi+zZv3jySbPASg3fddRe+/vrrBtGP5sIrafCxU1dXh9zcXLRq1QqA4zq999576NChA0VY33zzTbRt25b+f9ypr3NujSzLMsrKyrB161YADq1st27dcOjQIZL57Nu3Dw888IBLhMwTO3heNo+XPpo5cybOnDmD//znP7j22msBOOpdBwYGUjlET0YSeNUcftTXt29flJaWok+fPgAcUc3WrVtTJFMNTS8fQwUFBWjbti3NL8HBwTh9+jSV9FNTr8oYQ2lpKdWT5pWGuNwlNDRU9coWPPIUFBTkckJWUFBAdqqNyWRqIO05efKkx067/orGcl+efvpp6n6oNrIsU6SZz09cx+vp4/bGcO6P4KyV1el0sFqtXum+yLvm1u/+arPZvKLjB+BSJpfDS0N6qwujr69vg0ofv/76a5NOMCRJSmWM9byS3/3HyzYOHDhAtVvj4uKg0+lIO1tXVwej0egyUI8ePepSSic9PR0REREYPHhwo8721VJQUADA8dBGRka6JP5VVVW5JCNKkoQffviBHFY/Pz989913eOGFF+g1dySfmc1myLJMn63X6yl5kUtcjEYjJElCSkoKAIckIDQ0FOvWrcPcuXMBgGxqLrIsw2630z3Q6/WwWCyUOKnX6xESEkL34dVXX8WyZcsQGxtLpcbuvPNOlxrGzd3wON97XnYNcOgerVarS8nDxx57DNu3bydpzZIlS/D++++7XZbA7z3fDMqyjOzsbJJBhIaGIiwsDCNGjCAdtNFoREZGBiXGeSp5kW8w+DFgZWUlkpKScNddd5GzXF1dDYvFQmPMkwsG/3/kuQ0Wi4U2OoAjiclut3sswfRyNv3000+w2+30/ZIlSzzakOmv+OKLL1wcjNtuu43K5nnDyeD1Xvm9iYqKAgCvXqP8/Hz6N3+uuV7eG9RPpJQkiaRk3sD5WeJ4U47Ax3P9JLM77rjDa23LATRwnMPCwrzmOPN8B2e0Wi3N196isRJ5vXr18vwH88Sd/8WvHj16sMuh0WiYXq9nOp2O6XQ6lpWVxWRZZnfffTe7++672ZkzZxq8x2azscLCQgaAvjQaDZs6dSqzWCzMYrFc9jMvh9FoZGFhYSwsLIwFBASQPbIss/vvv58dOnSIKYrSwJ6CggJWUFDANBoNA8D0ej1bs2YNW7NmDbPZbE22JyEhgSUkJLD+/fuzhIQElp2dzbKzs5ndbmdTpkxhn332GVMUxcUmm83GbDYby8vLY3q9nkmSxEJDQ1loaChLTU1lsiw32R7GGJs2bRpbvnw5Gzt2LMvJyWE5OTnMbrezxx9/nC1fvpwtX76c2e12l/fY7XaWl5fHQkNDmUajYRqNhnXv3p2VlZU1sP9qSUtLY1lZWWzHjh1sx44drLi4mNlsNvb000+zp59+mk2ePJmZzWaXz5FlmRUUFLDu3buz7t27M4PBwJYvX86sViuzWq3Nuj52u53uQU1NDTOZTMxutzO73c5eeeUVdv3117PCwkJWWFhI10mWZVZeXs7Ky8vZM888w5KTk+n75lyb+vBroCgKk2WZbd68mbVo0YK1aNGCrV69mj6Pj3mTycQKCgrYuXPn2Llz59xmx6VsO378OAsODmbBwcGsdevWbM2aNWRL/S81qKioYBUVFcxgMDCtVsuioqJYVFQUq62tdet9uRpsNhszGAw090mSxI4cOdLs56ipKIrCYmJiWExMDNk0evRoNnr0aNXuU2M8+OCDZI+fnx/z8/Nr1trQXFJTU13WLAAsKyvLa/bU1NQ0sGfMmDFszJgxXrGHz5H1bTIajV6xhzHH2K5vj8Nl8x5/N3vcbROA39kV+pf/yMgzP75SFMVlp3nmzBnExcXhpZdeAuCIAvNEQY7ZbEbnzp1p98eTit54441mZQiHhITAZDK5FPY+e/YsRSefeeYZiko7Y7FYSLah0+kgyzIMBgP+/e9/02tNoV27dpQtnp2dDUmS6PuoqChMmTIFZ8+ebRCJ47vAAQMGwNfXF1qtlpJSunTp0uTkptGjRwMAPv/8czq2evTRRwE4ZCSDBw/G6dOnAbgm7HGbhg8fThFpwJGMFhwc3Kyowrvvvotnn30WRUVFFJXfu3cvrFYryW3q6upc2oSy/1+9Zfz48XTC0aVLF0RHRzc7onDhwgV8+OGH+PrrrwEA0dHRePHFF+n/MSMjA1FRUXQsGh4eTg0veETex8cHCxcuJFvcFZHnZeD438vPz8eHH35I4+H48ePQaDQu7zl06BDatm1L19JTKIqC0tJSTJ48mSIrtbW1CA8Pd+kG54myj5fCYrGQ9Mpms0FRFBf5Cn/u+Peehn/ezJkzXSI9Go0GWq1W1Yi8M6dOnaKKLRwuf/IG/JnetGkTvcbHlDcaW3BGjhzZ4DVvSVqAhuXpLvWaWvDSi/XxZlWLioqKBq8FBgZ6wRIHjUV4vVU5Bmh4SqA2ImFQIBAIBAKBQCC4Qv6RkWceHeDwaIler0dFRQVFe+Pi4uh3uCg+Li4O1dXVFJljjKFDhw7IyclpUm1lHrGprq52eV2j0aCoqAiFhYUAgPj4eCQmJrpEdsrLy5GUlERaX4PBAKvViiFDhqCkpAQAmhS1Y4whJyfHJbql1Wpx5MgRAA6tLG9g4WxPWVkZ+vfvD8ARNQ8ICIDFYqG25TyRryn28FJd/N7p9Xoqi2exWBAYGEgl2Hib8vLycgDAhAkTkJaWhqioKEp6nDFjBqxWa5NKWfHr8tJLL9H94eNhw4YN6Nq1K0UN7r33XhdNWGVlJV544QX8+uuv6NChAwBHWbQRI0aQvq0pEWjGGFJSUrBw4UKKdHXp0oWSEQGguLgYHTt2RHJyMgDHGKusrMS2bduwbds2AI4I1W+//Ya7776b/m5To4myLGP37t0AgB07duDuu++mWsVWqxWnT5+mSMr06dNhNBpRWVlJSYRffPEFZs+e3aTP/iv40RvgSKpNS0tDZmYmRTMGDhyIIUOGUDIab3ihRuSZMYaCggIcP36cvjcYDJgxYwYAx+mXXq9XNZLJNfwpKSkuEZ+oqCivtL/mLFu2rEEjkoEDBwLwTlSMrxPOUTquvfZW5Jkx1uj64s5mXlcLv07O3HLLLV6wxMGlSix+8803KltykcaajjQWjVaLxnJy+LzgDRp7vutr+z3JP8555hUrnOHfDxw4EFFRUeSELV26FH369MGuXbuoq58sy/Dz86N6sBMnTsSWLVuQmZnZJOeZO0z1jyAURcHYsWPpob7zzjuxcuVK3Hzzzfjyyy8BODqwWa1WkiJUVFRgzpw5SElJaZbzbLPZGmww7HY7Vc0ICgrCLbfcgmXLltFR26ZNm9C+fXuSncTExKCwsBAvv/wyPvvsMwCOY7mmOM8Wi6XBZGsymai+9erVq9GtWzeqNTtq1Ch8/PHH1ACgqqoKHTp0QHp6Okkatm/fjuuuu65JzjM/FnZuWsEd9ddeew0GgwHx8fFk55NPPon169cDAIYNG4aioiIMGTKENgSHDx9GVlYWunfvftW2cOrq6jB//nyXRfvo0aM4ceIESUYCAwNRXFyM4cOHA3BUZ3niiSeQlZWFWbNmAQA2btyIvXv3kgPeVCmSLMuYM2cOVaWx2+1Ys2YN3X/e8IcvEHPnzsWiRYuwY8cOmgBnzZoFrVbrtgQZ/pybzWZYLBZKBjx16hR2794Ni8VCz2FmZiZ27NhBFQCuueYaREVFedxJZIyhpqYG8+fPd3ndz8+PNmp2ux0ajUZVhzU7O5vsc+7C2rVrV4SHh3vFeVYUBSUlJS7zeWRkJB566CHVbeHwzRa3SavVUk8Ab1JfynL48GEvWeLgl19+cfn+mWee8ZIlDhYsWODyPa/4481kwR9++MHle39/f6/KJOrXU+bNvrxF/WRKwHNNvRrlSsXR/xe/GksYrKysbFRg7vyl1+uZXq9nAJi/vz/r06ePy89DQ0PZfffdx+677z6Wk5PDysvLGxWfXwk8MeuvbNLpdAwACwwMZHfccQe74447KGGHJ11Nnz6dlZaWssrKyibbwxhjpaWlV2wPTwZ88MEHmSRJTKvVMq1Wy9q3b89eeuklVlNTw2pra1ltbW2T7SkpKflLe7RaLf07KiqKzZs3j2wxGAxs4MCBbPv27cxsNjOz2cxMJlOzrs9fXSP+2QBYbGwsW7x4MVu8eDEzGAwsLCyMPfLIIywrK4tlZWVRkl9zqKqq+strxBNK27Vrx9q1a8dWrFjBwsPD2Y033sj27NnD9uzZw0wmk0tiX1Ox2+0sICDgiu9Z69at2csvv8z69OnDvv/+e/b9998zi8Xi1iS0s2fPsrNnz7KkpCSm0WiYJEkuX1qtlv4dERHBPvroI7Zt2za2bdu2Zo2Xv0JRFFZXV8fq6urYr7/+yjp37syMRiMzGAzMYDAwSZJYTEwMS01NZampqaonDJrNZvbYY4+xxx57jIWFhTFJkiix+fTp015NXrz11lspCdjHx4ft37/fK7ZwMjIyWEZGBtPpdEyj0bDVq1d71R7GHOMrICCASZLERowYwUaMGOFtk1i/fv3o2Y+JifG2OeyDDz5gH3zwAQPADAaDt81hjF1ch/n49jY2m+1vlSjI1yh32oOrSBgUmmeBQCAQCAQCgeAK+cfJNq4kW9VZslBbW4vDhw+7HO87Z3c3V8d2pe1R+TF6dXU16UgDAwOh0+lII+pc07c5XEmTDm4Plyt89dVXiI6Oput78uRJt9nDa8heDucjnKKiImzZsoWO3hISErB161a3HXVfifTE2Z78/HzSzo0cORJdu3bF/PnzyRZ32NSYPq4+XJLAq20cO3YM8+bNw2233UaSEXcdU2o0GpfKMY0hyzJ9Xk1NDerq6rBu3Tq0adMGQNMlI5eCN4RIT09vIN3i9vDx2r17d3To0IHqXXuqNThjDMeOHaMa6KdPn24gLfPx8cHMmTOpwQZvSKQGNpsNx48fx549ewA4ZEjR0dHYsGEDAEejHW8dbTPGEBsbi0GDBgEAFi9erE5918vA82VeffVV9OjRw+v2AI5nOiMjA5mZmV5tfe3Mjz/+iF27dgEAadS9yYQJEwA4nnMua/M2YWFheOedd3D77bd72xQAjlyc1atXAwAGDx7sZWsurlXLli3DgAED1P/8xhaR/xUu1WHwShOzJEnCf//7XwQEBODhhx+m1zzBlZTB0mg0WLx4Mbp27QoAGD58uMfsqaur+8uEEp1OR1q1YcOGoVevXh6zh2u4L9f4gDtbzzzzDMaOHUsadE/ZlJmZifbt21/2d/z8/LBgwQJKmoyOjvaYPQcPHkTv3r0v+zuBgYGkXZ81axYCAwM9Zk9eXh51VrwUXNP/9NNPY/r06R7VrPENX1RUFG36nJEkiZKEN2zYgP79+6ui6Tt8+DD69u1LNvI5mW/Me/bsiR07dtCmzdO6R/75RUVFOHjwIFJSUvD9998DcGzA7rzzTrz55psAHBpDtZ1nvgk8evQoNmzYQBu/+++/n7qNegPGGAVWampq0KJFC1U3OpdCURRqdKVGt84rQZZlega9pZl3ho/5goICxMTEeFVb7Ixzl2Fvljrk8KZWMTExfwt7gIvXyB32XE2HQa/rkj359VdNUhhj7PfffyfNTEREBNPpdGzTpk1s06ZNzW5Y0RRSUlJYSkoKA8DCw8NJf71+/Xqv2MMYY88++6yLvtnHx4etXbvWK0X/ZVlmY8aMYQCooYXBYGCvv/56s5vUNAWLxcJ69+5NY8jf358ZjUb20ksvsZdeekl1eyoqKlh8fDyLj49nkiS5aGcXLlyouj1FRUWsqKiIxcTEMEmSmI+PD33NmTOHNOhq6mZrampYmzZtqDkSvz4zZswg7bGa9litVjZq1Cg2atQoFhoayvz9/VlAQAAbO3YsGzt2LKuurlbVHq4lTE9PZ+PHj2eJiYmUV3H//feziooKVZvFcGRZZrm5uaRPHTx4MJs5cyY1iVJ7HDF28VpZLBaWkpLC3njjDfbGG2+wrKwslpub6zU9OGOMVVdXs+rqanbgwAGWnp7OvvvuO2qg5C1kWWYlJSXs1KlT7LnnnmPPPfdcs/Jh3IHZbGZpaWksLS2N3X333aygoMCr9vBn68iRIywpKYkdOnSIHTp0yKs2KYrC9u3bR42aXnvtNa/awxhjP/74I/vxxx9ZQEAAmzRpklv+Jq5C8/yPjDwLBAIBn/sYc1SQ8Hb0C3CcQNlsNuj1epKKeNOusrIynD9/niqgdO3a1avR1OLiYnzwwQcAgG+//RZTp06lI+TQ0FDVs/951aWZM2fi888/p6Za4eHhWLlyJTp16qR6FFNRFPz73/+mRi2yLEOWZXTt2pXkY2q3Ll+yZAkAYPny5TCZTGCM0b166qmn6Odqsm3bNowbN65BJZK4uDiStqk5zjMzM9GrV68GlaX4PGA2m1UdS1VVVTSeeYlXZ6xWq8fkbI3BK0nFxcWhqKiowc9ramqaXX7xaiLPf4+zCYFAIBAIBAKB4P8AIvIsEAgEAkEzsVqtOHjwIACgV69e6tacrQdjjPoVfPbZZ/D19cWFCxe81hiF69R9fHwo54jXUOdRXrWx2+2NRk5NJlOT6v83F4vF0ujnPvvsswCARYsWqWqPyWSCn59foz/z9/dvUPfZ0/ATAuemY864w5e9msizcJ4FAoFAIBAIBJeG3a4vAAAgAElEQVSEy9v+LvAEcHdKta7Gef7HlaoTCAQCgUAgEFw5fyfHGXCv09wUhOZZIBAIBAKBQCC4QoTzLBAIBAKBQCAQXCHCeRYIBAKBQCAQCK4Q4TwLBAKBQCAQCARXiHCeBQKBQCAQCASCK0RU2xAI/qH83UoPcXt4+Uz+77+DjY2V9PSmXfXt+TtcI4FAIPinIJznK0BRFFqsXn31Vdx3330IDg4GAMyfPx9vvvmmarYwxqjgvKIoWLJkCUaOHAkACAkJwYIFC7Bp0ybVFlNui91uhyzLmD9/PgCgd+/ekCQJb7/9Nnbv3g0AqrUWtdvtsNls1Dp33rx5aNWqFUpKSrB3714AwNGjR1VpLcoYc7GloKAAzz//PDQaDU6cOAEAKC0tRUZGxiWLv7vTFsYYtVouLi7GoUOH8M4771BL2FOnTkGj0eDQoUMAgMTERI/ZoygKjR+TyYT8/HykpKTg22+/BQDk5ubiwoULdJ/eeustPPDAAx4bR872WK1WlJeXY+vWrQCALVu24MSJE6ioqADgaJm7dOlSzJw50+Mlk7hd/L79+eef+Oqrr6j98tmzZxEaGor169dj4MCBADxfxonPh4qiwGQyobi4GICj5XFqaip69+6NcePGAXDMS2o698628fvJP1+j0ajeLlsgEPzvIZqk1MP5esiyjJqaGhQVFeHhhx8GAPz000+Nvu/ChQuIiopqsq1/ZQ9jDHa7HdXV1SgoKAAATJkyhTpa1efs2bMAgPj4eLfbxDcTNpuNnIm8vDxMmjQJaWlpl3zfyZMnkZSU5HZ7ZFkGYwxWqxUAUFZWhnPnzmHy5MkAgNOnTzf6vt9++w19+vRxqy2MMbIHAMxmM0pKSnD+/HkAwOTJk3HmzJlG3/vNN98AAG6//Xa3ORt83PB/V1dXk6N89uxZTJ06FWfPnr1kd6b169djwoQJbnM4+OfY7XYwxlBaWgrAMaaysrLw+OOP0xjijg9HkiQsXLgQCxYscPvGh28sTCYTfVZhYSEWL14MAPj0009pA8TRarV46qmnsHDhQgDwWEc5bpvFYgHg2OBMmzYNqamp9HNJkhAQEIBt27YBAAYMGACtVusRe+rbZrVacfjwYQDAggULUFpaitDQUNx8880AgLlz58Lf3181B5qPMVmWYTabIUmSy3jR6/UiUi8QCBpwNU1SxBa8HpIk0ZfFYoHRaERZWRmys7ORnZ19yfcNHjyYFjlP2KPRaGC1WuHv74/a2lrU1taivLz8ku8bNmwYhg0b5nZ7AEf0RqvVwmazISgoCEFBQbDb7X/pYN1zzz0NHCJ3oNVqodVqYbfbYbfbERISAr1ej9DQUISGhl7yfZMnT6b3uAtJkqDVaqHT6aDT6cAYQ3h4OIKDgxEcHEwtaRtjzpw5mDNnDjlJ7rKH26LX6+Hj44OwsDCEhYUhMjIS7du3v+z7X3zxRVRXV7vVHm6TXq+n6xIUFIQWLVqgQ4cOl40OfvzxxygpKXGbPfXtMhgMMBgM0Ov1iIiIQFJSEpKSkqDRaFwcLv7vP/74A5WVlbQh8QTcNr1eD71ej5CQENhsNvj6+sLX1xeSJMHHxwf+/v7IyspCVlYWbDabx+ypD2MMmZmZyMzMhNFoRGhoKLp3747rrrsO1113ncvJnRrwiHNNTQ2qqqpgs9lobvZG1Jl/ttrXQSAQeA7hPAsEAoFAIBAIBFeI0Dw3Aj/+NxgMqK6uxrx58/DJJ58AwCWP+dPS0nDhwgUAQExMjEdsMhqNqK6uxsqVKwEAGzZsQL9+/RqNZpw8eRIAcP78eY9IN2w2G4xGI2prawEAH374IdauXYv+/fsDaDzBKj09HWfOnME111zjdnvsdjv8/PwAAHV1ddi5cydWrVoFALjhhhsajXhnZGSQpOPaa691ix38CJ1H/oxGI0wmE0kRlixZgoEDBzYa7f7zzz8BOK5Tt27d3GoP4DjGNhgMpJ2tq6vDwoULsWfPHop2179vOTk5OHPmDLp37+42ewBHNFVRFPj4+ABwjCe9Xo+ZM2eSfMVkMjWI1pWVlaG6uhotWrRwiz314deKnzzdeOONAAA/Pz9YrVYaRzyKWVZWBqPR6BFb6sPH1Llz56AoCn2u0WiEv78//Pz80LVrVwBQRc/Pbfrhhx+wfft2AEB1dTU6deqEwYMHk4zFaDSqFvG1WCx4++23ATjkLYmJiRg7dqzLPVJTsmE2m7Fo0SIAjmdp4cKFNP/VP81Qyx4AePTRR5Gfn4/3338fANCiRQuvSVnMZjPGjBmDnJwcAMB3332HsLAwr9jC7Rk6dCgAx/p55MgRBAUFec0e7o/0798fOTk5yMzMRGBgoNfsARzrbffu3ZGTk4Pc3FwA8HjOzuWQZRnXXnstjaHi4mL4+/t79DOF89wIfEFXFAX+/v746aefaOEyGAwICQmho2Oub9VoNJeVCLjDJlmW4efnh40bNwIAyTj45xYWFpKWlCcMeUKHDTgWZ7vdTgvkqlWrYLFYaNILDg5Gbm4u7HY7ORy+vr4ec3p0Oh05pD4+Ppg7dy459q1atYK/vz+ys7Ppd7iz3apVK7fawRcgfv1tNht0Oh3+9a9/AQAqKiqQlJQEHx8fnDp1in7HZrPRtbuctKOp9gCOxVqWZXJk2rVrh7KyMvTt25f0vCdOnCCtKAC0bNkScXFxHrGHO9AAyJH28/PDgAEDADgcsZMnT9I9M5vN6Nmzp8fGtLM9XM7D5RgdOnSAVqtFRkaGi71TpkzxmNaZw3X0XKaVk5MDRVFoQ1NXV4eIiAj07dsXHTt2BOD55Fx+T06ePImPP/4Yv/32GwDguuuuQ48ePRAdHU2SIE8nL3LMZjOeeuopfPTRRwAc12306NHQ6XR0X/ncrgY5OTno1asXrRVarRYtW7YkHT2XU6nFpk2bMH78eACO+ydJEuXyfPrpp/Dx8VFV1jJp0iQAjsCL8wa5R48eOHnyJAwGAwB1NzvJycn4448/XF6LjY1FYWEhAMcmWk17IiIiKC+EExYWRq8FBgaqag8PUPHcEAC0sSgoKEBUVJTqmzDuizgTEBCA06dPezThXTjPTnBt2p49ewAAtbW1uPXWW+Hr6wtZlgEAP//8MzIyMvDAAw/Q+3hJrVmzZgEA1q5d6zab+KSfmpoKk8mE66+/niYVRVHw5Zdf0oL+6KOPkj38fUuXLsULL7zgNnsAx3XKyMhAbW0tRWwNBgNkWcY777wDAMjKysJ//vMfABcXcrvdjvXr12P69Olut+f8+fP0QMfFxcFoNNKG59lnn8W5c+fw4osv0nu4s/3jjz8CAO6880632sOrD5jNZoSFhdGkY7PZMHnyZGRlZVE0mmtteYQhMzMTvXv3dqs9AFBTUwOTyUTjJzAwEIwxDBw4EOnp6QAczrNWq3WJIlRVVSE8PNztk6LNZqOIt6IoCAoKgsViQUJCAgDgzJkz0Ov1ZG9YWBgSEhJccgvcaRNPguW26XQ6WqRatmyJ9PR0REREAHBsBAcPHoxbbrnF44l5sizDZDJRVGX79u3w9fVFVVUVAEdEKi4uDpMmTaJx5skFTFEUcuS3bNmC3bt3kxPIGENSUhISExNpDHl6MeVzXUZGBr766itKYjYajZSLwTc4ai3ssixj3bp1KCsro7VDkiRUVFTQPBUSEqKKLYBjHlq9ejXZwuHzVH5+Ptq2bauaPUVFRfjqq68ANDztqqmpwc6dOyngoAa8ulBjyeUWiwVPPPEEAKhaWevNN99sNK9JlmUKMBw/flw1ex566CEKqjjD71/Hjh0vm4flbm666SYAuGTO0rXXXuvR3A+heRYIBAKBQCAQCK4QEXl2gmtVud40ICCAtIP8v61atcJLL73kEm2SZRk6nQ5vvPGG223iu6r27dvDaDS6HDv6+PigdevWeOuttwBcPB612+30b35E6G6bYmNj4ePj43Jk7evrS9GLTz75hCKGPLro4+ODadOmud0eWZYRERFB98RZawk4ahXv3LkTgYGBFHkxm80wGo0YMWKE2+1RFIU0aQEBAXQdAJBU5ODBg4iMjATguD4mk4lqh/fseUWVcq4YHhngY8dZ/+nr6+tydJyYmIjKykq6Z61atUJ8fLzbI3Zci83/rsFggKIosNvtFFE1Go248cYb6djb398fbdq08VjdYOcImEajgdlsprKCaWlpiI6OJi2kwWBA9+7dER4e7rHIs3OZSsYYnVSkpaWhpqaGTn3uuOMOJCcnq3aEqygKRXTS0tJQXl5OR7cRERFo27atqqXpnJ/pmpoaikTLsowOHTqoqrnm2Gw2dOzYkaoScQYMGKB6FBxwXIupU6dShJVfMx69U1POwhiDr68vacFnzJjh8uwlJyerUmbR2Z527doBcMgP65+MhoaG0qmgWvYAwKhRo+Dr64upU6e6/Fyv1zcaAfY0y5cvxy233AIAGDt2LL3Ox7GaFX4A4IsvvgAA7N27t9FTCk9XthHOMy4e+2k0Gvj4+NCDazabUVtbi5CQEJpsHn74YTjXjuavK4qCX375BQAoyag5cOeCT2p8Ma+qqqKjY4vFgrlz5+LYsWMALjr/zo1UTpw4gS5durjNHuDiRsJkMtExTUxMDGpqarBkyRIAjhJeWq22QW3c/Px8t2poAcemgR9tA44jwbi4OKqHvWbNGmRmZsLX1xdlZWX0Pr1eT46aO/Xqzgu12WxGXl4ebSqOHTuGTz/9FHl5eeRwnD9/HjqdjjTPFouFjt/dAb9vdrsdtbW1yMrKAuA4Ztu8eTMOHDhAm7TWrVtj//79CA8PBwB07doViqJ4ZDGzWCykKT5//jzi4uKwdOlSZGZmAgCuueYaxMbGUiLuTTfd5JHNDsdqtZI9WVlZKCkpwbvvvgvA4Sy3aNGCNHRmsxm9evXyqNPB55a6ujocPHiQ5GTZ2dkICQmhxLOEhAT4+/ur4nDwDc7Ro0cBOI6NbTYbjZ8ePXogODhYNWfVeV6yWCyoqamhRVOj0aBbt26q6oo5Pj4+6N+/v8uRsl6vR8uWLVV1DDn+/v4YN24cHnnkEXpNq9XSWuLO+eavkCQJwcHBFEiZNWuWS6nTli1bqippkSSJ5t7HHnsMs2fPJkdQkiTVdbz8syIiIjBlyhSSY3IH3t/fX1VnnhMeHo4xY8YAcJR55Q48f77qS4I8DV+z77zzTvj5+bn4Gs7SVU8hnGe4RgBkWXbJuOfJJlxH9+OPP8Jms5FzERgYiKysLPj6+nok655Pvs6JaHyQFhQU4JdffqEoYXR0NFq0aIGDBw+S3tATiztPNqm/cJ05cwYHDhwA4HCsW7ZsicTEROzYsQOAYzLwxCRks9kgSZJLM5CamhpKyDt27Bhqa2sRHx9PkcPNmzd7TOPnvAM3m80wm83Iz88H4NjMZGVlwWKxULTj3nvvxcaNG93esKUxe0wmE9VtPnjwIM6ePYvKykqaAFu3bo0VK1bQteMd69wNH0N881JUVIStW7fiwoULtKlgjCEhIQETJkwA4Bg/nsp657WBua746NGjWLVqFdkXFhaGqKgoSoJr27YtfHx8PLaoOuu6S0pKsG/fPnz22WcALiYK88o20dHRLqcbnoQ3ReHNmc6dOwfGGC1kI0eOhMFg8ErlhuzsbJcFNDIyEj179lSt8ogzfPF2dp6joqLQsWNHjyeYXgqNRuNiT1BQEK1jnkx2vxTOVYAA0BguLS0lTa83cHYCdTodCgsL6XTXGzg7gRqNBjU1NZTA6G2c111P1N+/UupvSBljVL3KUwjNs0AgEAgEAoFAcIX84yPPjDHqHNi2bVsUFhYiNjYWALBt2zaMGTMG+fn5pGHdvn07nnnmGTq2LCoqQmBgIBRFcUsk0znaFBERQbu5mJgYfP755xg/fjztqIKDg/H5559TFYnDhw/j0KFDLnWm3VVzura2luomVlRUIDw8HNu2baPSR7///jsiIyOpHvbq1auRmpqKHTt2kDbT19fXbZFDi8VCUfWamhqEhIRQhHvcuHH49ttvqSzeunXrsG7dOqSnp1OZv6FDhyIsLMxtUSm++9ZqtTCZTBT537VrF8aOHYs1a9YAcGjXX3nlFWzdutVFVjJjxgwaP+468lYUBZIk0RGfr68vdu3aRZVi5syZg/bt2+OZZ56hEwOz2YzXX38dL7/8MgBQ5Qt34KxBk2UZer0eP//8MwBgxIgRWLlyJTp06IDhw4cDcNR0jo2Npaz8GTNmeEwmwRiDXq+nEyZ/f3+UlJRQRG7q1Kno0qULoqOjATjut1rRXpvNhsOHD9MxKddBDhkyBIC6elVe/5q3AedlOnnJs5iYGNWjzvzZe+WVV1xeHzVqlNdqzzLGMHPmTJfXWrduTePHGyxbtszle0mScM8999C/1eann34CcHFe4Cdk8+bN81rNaV4GkiPLMgYNGuQVqQ3gWNucTwsURUFERISqz7wzfC3hc5FzWVxv1cKWZblBF1xJkuhk11NI/8vtQnv27Mmc9cmNcezYMXTo0AEA8M477+Dhhx+mB4UvDM7OTHx8PK699lrs3LkTgMOBHTRoELZu3UoDqzkOGT/eDw8Px9atW3HXXXcBcDhlXCbhrOHr3LkzkpOTATikCC1atMCIESPw3nvvAXAM8uY6iDU1NfD19SVNd58+faDVask5Ay7+P998880AgKSkJLz33nvo0qULTdAvvPACqqqqmm2PxWKBVqulMj08McdZtuHs2IwZMwbXXHMNVq1ahZEjRwIARo8ejVmzZuHcuXMAmleL1vmY79y5c4iOjqYxY7FYYLPZaPMlSRJmzZqFtm3bYsWKFQAcjtmYMWPIYV2/fn2zJmvnZ7q8vNyltGFVVRVJEaKiouDj44PVq1dTbem3334bTz75JB2bZmRkoHfv3m5z6J2bsdhsNtpA7N+/Hy1btkSbNm1IEhAfH48DBw7QBi0kJASMMbcvHIwx2O12WK1W0lsvW7YMp06dwr333gvAobeOjY2lGtMBAQEe1fU6J+VlZ2dj0KBBpP1OSkrCJ598gjZt2gBwJFaqmZyXm5tLG+K6ujoEBARQ3kWbNm1UTc5jjFEeQ4sWLWCz2ejZSU1NRZcuXbziiFVXVyM8PNxFMrVw4UIsWrTIK/ZYLBaEhoa61Odt06YNBWLUdg5lWSbJCM8z4OtCRUWFqhps4OKcGRUV1UB+cPLkSSQlJalqD7cpLi4OeXl5Lq8vWrQIzz77rOr2ACCHlCdSAxcT3Hkyqtp06tSJmsJxgoODKRByNUiSlMoYu6KM/X985Hnq1KkYPXo0gIvZrXyBt1gsDbLGz58/j/79+5OzxWvgRkdHk96OV01oCvPnzwcADB48GAMHDiTHx2w200LlbM+JEydIx+vr64sLFy4gIiKCBrk7nOf3338fycnJNIEYjUbU1dWhqqqK/l+5TTypacyYMQgMDMTJkycxZcoUAEC/fv2ok1xzOHbsGAwGAzl8vNMhr8kbEhLi0r1r8+bNeOSRRxAeHk6bngkTJmD48OHkcDfHeS4vL6eNU3h4OPz8/FBTUwPAcTLhnMyl0Wjwxhtv4LnnnkPLli0BABs3bsTo0aPRr18/AGh2gh63xWazwWAw0BiqqalBQUEB/W2tVgtfX1/Mnz+fOo21atUK7777Lq6//noADi2kOzbYPImVO1Z8s8M3i3a7HQEBAYiJiaHn8ejRozAYDDh8+DCAi/prZ629u+B1v7kzX1dXh/j4eEycOBGAo1FCRUUFzQ2eruDgPH6PHDmC2tpa0souWLAAiYmJLtU41HLIJEnC3r17aYxJkoSRI0dSErA3HENe555vYnl0t3379l6LYNbW1tLcwue7Bx980Gv2ODc+Ahz36cEHH1S9CgmHb+Sd4adcap3oOMOfpfoNSYxGo6r1r+vD50eORqPBQw895BVbGGMuTjNn4cKFXrDmIvUdZwC4++67Pf65/+jIs3OpLAA4cOAArrvuOjqCfPXVVxsc+9XW1qKoqKjBA9WyZUtquMGTiq4Gxhi0Wq3LZPbbb79RF7Fp06Zh+fLltFvn76mrq6OI1DXXXEPRcl5h4+uvvyYZytXawxdrnU4HxhgdsXft2hXTp0/H/PnzqfU3TyDkkY38/Hx06NABiqKQY3rXXXfhnXfeaVImNR+nERER1FDk22+/BeCIvs+bN486VnXr1s3lvppMJuTl5aFz5860oPn5+WHevHmYN28eADSplSdjDIMHD0ZgYCAlcKxduxZJSUlUdeT666/H8OHDXZxhs9mMc+fOUXS3srIScXFx5MD269evydHVDz74gN6bnp6OsWPH0j1atWoV9Ho9ZsyYAQCU8Ga1WikC/8ADDyA9PR333XcfAGDFihUICwtrsjPPxwPvkMcjSv7+/tiwYQONqRdeeIEi4TxaV1hYiPfee482ZOvWrUPbtm3dFiVzdj5lWcbu3btpIbjtttswYcIE2oTKsgyr1UoOiF6vR3BwsMecIUVRKOLUv39/mEwm9OrVCwCQkpICPz8/mivUbPNsNpvRoUMHsk2r1eKLL77A4MGDATjmCjUdREVR8OCDDwIAPvroIzDGqNTovn37VGudXp/Dhw+jZ8+eLsfa+/fvR48ePbxiT01NDYKCglw2wv369cOvv/7qFXucu9NymQTfZHijkgS/Lnq9vkHVCG/6SI11z/O2PYBrYxJv+5CNXSPnU/Gr4WoizyJhUCAQCAQCgUAguEL+kbIN58iV867p7Nmz6N69OyVWFBUVNYg8X7hwATfccINLbUNJkpCamtqs5DxfX1+KgDnbwyPIzz77LC5cuICwsDCXUnqlpaVUuJzvwLRaLckTuEbzagkODnZpVSxJEs6ePQvAoTGaM2cOiouLKarJ7eH6tWHDhlGEmEcY3nrrrSbX7+T6zvLycoqu87JiiYmJePDBB+mz+c/5va2trcWoUaPg5+fnUitz9uzZTYo4c4YMGYJffvkFVquVor05OTlo1aoVReLKysoayDBMJhOmTZtGx5OSJCEyMpKkEk2NOi9duhRr166lk4iQkBDceOONdP3btGmDoqIilwRCwBFN5Bo6xhgSExOp7mlQUFCTI71nzpzBxx9/DMBRyD4yMpKSqAwGA86fP09JJkVFRYiKinLR+q5duxZWqxWjRo0ie5sT1azfdMRZ3pKXl4eUlBSKYBQXF0Ov11NUjLeA55IATzYB4Ufa/FSktrYWNpuNmurwUx7n+vSehs9Lb7zxBkpKSuiz6zfZUVuWUF5eju3btwO4KF/h99UbkgR+XWbNmuUy3gC4vb791bB+/foGEUI1jrYvRX5+foM6vO5MTr5auByrftTZW4l5gMOW+vZ4S/YDoIF/8nehMZvUuE7/OOfZuX4qh1/oHj16wGQykePgLJHgDknnzp1hMplckgr9/f2xadMmzJo1q0n2AA0HgEajQWJiImWRxsTEoGXLli6DorCwEF26dCHtGK9JHRUVhV27dgFw7QR0pSiK4pJYAjg2HLzyQElJCeLi4lwWTcYYCgoK6FiyqKgIBoMBdrudtNLHjx+nhMKrtae4uJg+B3BMavza5OTkoE2bNuSMcsc5NzcXgMPJPX36NIKCgujYfdiwYcjOzkbXrl2v2h5+rw4fPtzAET19+jRCQ0PJyercuTMle3JbH3nkEezfv5+coaqqKgwfPpz0dk1JlrHb7diyZQsKCgpcrtFPP/3kkgAzaNAgOspmjCEvLw+rVq3C999/D8CREJKXl0cLq8ViaVJdWlmW8fnnn2PVqlX0d3r37o2tW7cCcCQDVldXkywiMTERWq0WBQUF+O677wA4KpX06dMH6enpAByF+Z1101cLX6wrKyuRm5tL1+HUqVOoqKjAn3/+Sdd+5MiRiIiIoOe+pqYGaWlpTd6MXg1WqxVZWVnYv38/AIdzHx8fT1rw6upqaLVaWtjVWCj4fJCSkgKbzUb3oHXr1oiMjPSKo8oYwx9//OEyV0mS1OxNaHNtAi6uF8DFuYE/796gsaP12bNne8ESB41VZvjjjz+8YImDS+Xh8CZg3sB53eAUFRV5yZqLm3ZneD8Ab+Js0+eff67a5wrnGRcvfvv27dGnTx889thjABzNK26//XZs3ryZkrsURYHRaKQJ+4YbbsC+fftw5MiRJtnj3KHQGUVR0KtXL3JGx48fjylTpuBf//oXaWNbt27tUsmhuroaI0aMwK5du6gSRVOcZ1mWG2iI7HY7JSZ26tQJ99xzDx5//HH6+6+//joSExPpuoSHh6O0tBRjx46lEnLp6elNcp6dtaYcs9lMbUvbtWuHESNG4PHHHwfgSAJdvnw56cWrqqrQqlUr5OTkULemnTt3oqysjO791Tgg/P/ReWLljvzChQvRsmVL+v985JFHMHv2bDz33HMAHM5rSUkJOnToQIkOixcvRmpqKiWcNiUBrLq6GidPnnQZ2wUFBXjllVeoi1j37t1RW1tLVT6eeuopTJo0CTk5OZSMt3v3bmzYsIFKMXbs2LFJ9lRVVWH58uW0sVMUBXv27KGqDH5+foiKiqJKCY8//jgeffRRvP7661QB4L777sPOnTvx0UcfAXA44Hq9vkn2yLJMn71ixQoUFRVRZY1WrVqhsrISlZWV5FB/8cUXMBgMZItOp8Pw4cNd8gDcCb9vVqsVf/75J1avXu1SqcHf358S4xITExEaGqpa5zzGGCUuWSwWSJJEm4yePXsiNjbWa85zfn6+SyOpqKgoLF26lL73hk3ARedZo9Fg9+7dXrOHw1sZc6ZPn+61ZEHAcRLlTEJCglea2XBqa2tdvueBGLWrfjjTWECNz+XeoLENWMeOHb1gyaVprE23pxCaZ4FAIBAIBAKB4Ar5x0Wendu31keWZfz6668UbRo7dixCQ0Nx/fXXN2iRyaUI9957L95+++0m14HkJc0aw263U/OKrKwsTJ8+HRERERg2bBiAi1pkHoHq168fJk6ciJdffhmJiYlNsoNNSOYAACAASURBVAdAgxJCHB4JO3r0KM6fP4+FCxdSI5LJkyfDZDJRNMPHxwd33nknHnvsMao80VRNW0VFRaO7Xi6ZOHXqFAoKCvDSSy8BcETkFyxYQBponU4Ho9GIqVOn0qnCk08+iVatWjUpGsTrR9Y/LQAcEfHs7GySYKxfvx6JiYl48803ATgiUj4+PggKCsKiRYsAOEpYTZkyxUUmdLXU1dU1OC3gr3NteHl5Ob766iuSqmzbtg1nzpyBn58faftTUlJwww030PVuqiact7R3vkaMMYrWV1ZWoqKigk5IbrjhBvz66684dOgQOnfuDMCh0f7kk09IRsUr0jSV5cuXA3D8fztn9Ofn50Or1cJgMJA86NixY+jRowdOnz4NAJg4cSLCwsIo8uyuKKKiKLBYLCTR2Lp1K3bu3InS0lL6DIvFAovFQvfNYDBAr9erFsm0Wq0kAwMcx8mtWrUCAMydOxehoaFeLQnHo4MajQavv/46nRJ6A+eqQCaTCRMmTEDv3r29Zg+nd+/e2Lt3L1WJeu2117xqT+fOnWmt8PPz83gr5b/C+bnWaDQNItHeoH4VHeeTKG9Q/xn/u+mf1bbnH+c8+/v700PbmPMDuOrVysvLUVtbSw4qYwylpaV0o5p7rMPrJP8/9s47Psoq+//vZyZl0kgjCaQQeglVQAFdsCD2irqoK4q6q7IrflXUVddd29pWxRUra1lYK5ZV/AmrKFIMrKLSlBpaSEII6clkMvV5fn883uNMAIVkMuP36/N5vXhBhmTm5N773HvuOZ/zOTab7ZD2wA9942tqauQCkJCQEJJS1XU9LGmm9PT0n7RHpduVLm5ra2uIvvWOHTswDCMsUlHBnMpD2RQsiF5aWorH45ECzri4ONasWYOmaWHREFV8ZrvdftAH1jAMcdwBSkpKWLRoEQBFRUVkZWWxYMECcQTD4Qh17doVm812SHvApHZomibcwszMTE4++WR69eoljnxMTAx2u73D9vxUZzdd12lpaZExWLduHX379mXatGmid33ccccd0KSovdA0TagobaWwVJMUp9MpqWOHw4HNZpPLVvfu3TtcsHgweL1eZs+ezd///neAkGI89VldunTh/PPPlwt6165dI0bZ8Pv91NTUCOWlpaWFYcOGyXoZNGhQ1LqvaZomsplgyguOGTMmqvQINRYLFy6koqKCsWPHRtUehbvvvptx48bJsxVtm3r27Mkrr7wCmHKe0aSQwA/O85w5cxg+fHjU7QFzjh577DFpSPRzsOm+++4DiBpV62C47bbbyMjIiLg9vzjnWdM0idD91GBrmsbLL7/MihUrmDNnDhB+HVP1Xl6v9ycPRLvdzrPPPivRsIceeqhTdFVtNhtut/snC25iY2OlK57X6+WGG26Q3yGcNtntduEU/1gkVF0c7r33XvLz86WzYVv97I5COVj79+8/ZLRY/f6pqakhHfvGjRsXNocwGPHx8WzZsuVHMw42m42srCxuvvlmwCyK69evX6fZs3LlSsaOHQscnC9nt9tFgeC6665j6tSpId0Zw7mGbDYbq1atAswMyMEyPrGxsdJt9PLLL+fSSy8NWW+d4XDExcVJ8WSwrfAD73LChAlcdtllstY6W0s5WKWmsrKS//znP1K0mZaWxsSJExk3blxEbPkp+5xOp9RiDB06NGKXikNBnS3Z2dmkpaW1q9i2M2C32xk+fHiHGniFE5qmSUQ+miokbXHSSSe1qy9CZyG4AdHPAapoWTUo+zng6quvjoo9v+gmKWDSJlTB3fDhw9m6datECY899tiIb34qbZyTk8OQIUPYsWMHAO+8805Ix8FIYsuWLRQVFTF48GDAjOzOnTuX008/PeJNCAzD4KOPPuKss86SYoXKykqeeuopKRboiPzckULXdWbNmsUf//hHwCxerKurk6K8KVOmdKqsWVt4PB6Jls6dO5f8/Hwptrz77ruZOnWqjE8kbFL0lYsvvpjly5eLA6jrOjfffLPYmpiYeEDTos60afLkyXzzzTfAD+vl97//vSgQqAxVJOxxu93MnDkTMAtZ3W43NptNWoPfeeedpKWlSVSzs21SZ8LevXt5//33Wb58uTRFOfroo7nttttkHlWjnUjAMAw8Ho/ska+99hqxsbGceeaZAGRkZJCZmRmVSLjKSKrARnJyMnV1dYwdOzYqezb8kMauq6ujoqKChQsXcs011wBm9iJa0WePx8OGDRsk8HL77bdLY5toQNd1aRZzww03MH36dBmnaEA9f5999hlXXHEFZ599NmBKd0YTH330EZdccglgNiJTTeGiBSXHe/7559OtW7eDdj88UlhNUixYsGDBggULFixY6AT84iPPFixYiAzaIzHXmQjmz0cq6n0oBEvV+Xw+YmJihDYVLW6hYRjU1NSwa9cukWccMmRISOOcSNtWX18vXNlFixYxbtw4KaQcP3681GtECoqmMWvWLF588UVptuH1ejnzzDN56KGHoqLv/MEHHwg9q6ysDL/fT0JCgjTe+ctf/hLRcVIyi5MnT2bz5s0he0FhYSElJSURp9w0NjZy8skn09ZHiI2NlZqVSGZWvV4vkyZNOkDGT41TdXV1h4rKjxS6rnPOOecASCOiYGzdupX+/ftHzB61R15yySXMnz//gP//7LPPRHK1vTiSyLPlPFuwYMGChf91UN0oI9ks5sdsee6550Txp3fv3ixcuDBqlA2fzyfdXFWBeb9+/YS7HulLj6KOHcwZ3bhxoxTFRRItLS0HLWweNGiQaPBHEsEU0mCoi+rB1JSiYY+CrusRfeaUAsqhitEDgUCH17XlPH8Py3m2YMGCBQsWLPwYItnq/qegfDKPxxO1y1dbqI69P5fiRV3X+eCDD4DwNkaxOM8WLFiwYMGCBQsWLHQCfnFSdRYsWLBgwYIFCwo/h4izgqJC/FyizmDa9HOJOoM5X5FsxX1QG6L66RYsWLBgwYIFCxYs/C+C5TxbsGDBggULFixYsHCYsJxnCxYsWLBgwYIFCxYOE1FznjVNK9A0bammaZs1Tduoadr/fP96hqZpn2iaVvL93+lBP3OHpmnbNU3bqmnaqdGy3YIFCxYsWLBgwcIvE9GMPPuBmYZhDALGAn/QNK0IuB1YYhhGP2DJ91/z/f9dDAwGTgOe1TQt8n1YLVj4P4Kfm0ylrusYhnHIP5GEYRj4/X50XUfXdfl3IBAgEAiENFiJFJQtyh5li/p3tNB2nqIxNhYsWLAQSURNbcMwjEqg8vt/N2uathnIA84FTvj+2+YBy4A/fv/6m4ZheIBdmqZtB44B/hsBW+XfmzZtYsCAASJcvm3bNgYMGNDZJoTYEmzPV199JR22YmNjWbNmDUcffXRE7YEfdDI/+eQTAMaNG0d8fDxLly7ltNNOAyLXxEA5F8q2+fPnc/zxx5OSksK///1vAK666qpOrbAOniO/34/P5wNMIfd//vOfjBkzhsTERADef/997rjjjk7vsKXWjuqC1traisvl4qWXXqJXr16A2cxg/fr1PProowBiYzhtUFDOMpiC/PX19VRVVfH2228D5nrevXu3dLd75plnyMvLC/s6Ug6fz+eTddzQ0EBNTQ1fffUVAF9++SX19fWsWbMGgPT0dB555BEmTJgg8xZOuwzDEIc4EAjg9Xppbm4GoLS0lC+++EI6o23atIm+ffty6623MmzYMADi4+M77XkL3oP8fj8ej0cacVRXV+P1eunatat0Q3M4HLJfRhI/t46WFixY+L+Dn0WTFE3TegIrgCHAHsMw0oL+r94wjHRN054GvjAM49XvX38J+I9hGO+0ea9rgGsAevToMaq0tPSIbAmOnBiGQVNTE7W1tdIS9v777z/ozzmdTpKSko7osw4HyhYVcaqrq6Ourg6Al156iVmzZh3wM5qmUV9fD0BqamrYbAl2lFUUrrq6GoDa2lr+8Y9/8Pzzz4d8r7IHoKqqKqytatVnBEfg1OdUV1eLLfPmzTsgcmmz2di5cyeFhYVhswc4wAnzeDzs27eP/fv3A/Dss8/yzjvvhETnDMPAbrfz7bffAjBw4MCwHfrK8QLT0XG5XFRWVgKwb98+nnnmGT7++OMDulcph3DFihUcc8wxYbloqGgumOPi8/loamoCoLKykqqqKp577jlpT6ucfIX4+HjeeecdJk2aRGxsbIftUXOgHEC/309VVRVgXiLKy8uZO3cuYLZ+VbaCuaaTkpKYNWsWU6ZMAcyLRjjmTe1BwS27/X4/NTU1gDknr7/+OqtXrxb74+Pj6dGjB48//jhgXl4dDkenOI/BznMgEMDtdrNnzx4A/vvf/+L3+8nLy5MLWWFhIYmJiRFzoA92pqlxUP9nOdUWLFhoi/9VTVI0TUsG3gVuNAyj6ce+9SCvHbBLGobxD8MwRhuGMTqcjpoFCxYsWLBgwYIFC1F1njVNi8V0nF8zDOPf379cpWla9+//vzuw//vXy4Fgle58YG8n2ITdbsdut9PU1ITD4aCkpIRXXnlFos8Hw0033RRuUwAzQmqz2bDb7dTX15OUlERJSQklJSV8+OGHB/0ZwzC4+eabufnmm8PKFdU0TcYnJiaG2tpaUlJSSElJYefOnaxateqg/FT12q233tpp9sTGxlJTU0NNTQ0pKSmUlZWxbds2tm3bdtCf1XWdP//5zxK1DhdsNhtxcXHyp66ujpSUFKqqqqiqqqKuru6gXN5AIMD999/P/fffLxSPcNuTkJBAU1MTXbp0oUuXLrS0tBAXF3fQOVHj8uSTT+J2u8Nii6ZpxMTEEBMTQ3x8PElJSXi9XrxeL6mpqWiaRnp6esjPBNvm8/l45ZVXaGho6DAPWqX0lU3x8fEkJCTIH4fDgcPhIDU1ldTUVOLi4rDZbAdQFhYvXixz2xlrO3g/SkxMJDExkZSUFFwul9hqs9mIjY3FMAx27NjBjh07aG1tjQhPXNd1iTzv2bOH+vp63G53iN3BkfTOtkllfnw+H263W7JA6k80EC3evgULFjoP0VTb0ICXgM2GYQRzDz4Arvj+31cAC4Jev1jTtHhN03oB/YDV4bRJbXANDQ00NDSQmJjIunXr+P3vf89DDz3EQw89dMj09Ysvvkh1dbXQGMJpj2EY1NfX06VLFzZt2sSdd97JnXfeyYMPPnjIVOjcuXOZO3eupOjDAXUAKXvS0tLYvXs3u3fv5u9//zv33nuvOEcHw6uvvirp3XDaA1BfX09mZiaZmZns37+fN998kzvuuIM77riD2NjYg6Zp33zzTXE2woVAIBCyhrp27UpzczOfffYZn332GTNmzMDhcBx0HS1YsIAFCxawadOmsNqj0NTURFZWljgXGzduZNq0aSQnJ4ujo6DW3UcffSR0knDA7/fj9/ux2Wy0trbKnNlsNhoaGpgyZYo4rG3HSdd1VqxYwebNm8WxbC+CnVNd17Hb7ei6Lp+dkJBAYmIiZ599NmeffTYZGRmkpqaKAxsTE4Ou62zfvp3a2lpqa2vDSgUIfi9N0zAMA6fTidPpBCArK0v+5OXlkZ6eTnx8PLGxsfKnM6kJ6nLV0NDAf/7zH1asWMGKFSuorq7G4XCQmZkpcx0TExMRyoau61RWVvLoo4/y6KOP8sADD7BhwwZxooPpVJGAYRiUlZVx4403cuONN3LddddRUlIS1aLTffv2sW/fPq688krOP/98ysrKKCsri6pzr577o48+mqOPPpqKioqo2KHQ0tLCeeedx3nnnUefPn3Ceoa2Bx6PB4/Hw+mnn0737t2FWhZN+Hw+Jk6cSHp6etj9nvYgEAgwYcIEkpKSSEpKEmprZyKa7bmPA6YC32qatu771+4EHgbe0jTtamAPcBGAYRgbNU17C9iEqdTxB8Mwwlpirg6btDSTcu31ehkxYgTbtm0TrmZ8fDzdunWTxeJyudB1HZvNRpcuXcJpTsjhl56ejtfrZciQIVK05PP5SExMJD8/H4C9e/fidDoJBAJyWLWN5HUEypExDIP09HQ8Hg+9e/cG4OOPP8bj8cjYFRQUUFpaSnNzs0RS4+LipIioM+xREdK8vDzmzp0rhWbdunWjZ8+ebNmyRXirbrcbh8NBdnZ22OwBQpwwQBzEhx56CDC58f369aOgoEDmsampCafTSUpKCgDdu3cPuz0AycnJuFwu+ZxrrrmGlpYWxowZI/P25Zdf0tTUJJz5zMzMsNqjLla6rhMfHy9FcA6Hg/Hjx9PY2Mipp5oqlJqmsWrVKnEYa2pq6NOnD927dw8rd1WNkc1mk+c8EAiEPM+TJk3C7XZLAWFLSwtNTU0MHTpU1nS4CtSUs6zeKxAIyAEK5nPUrVs3cnNzAZPjb7fb6datG0OHDgUICyf8UAgEAjJvq1evZvXq1ezbtw+Afv360bdvXxITE8U+VbzYWc68uiB+/fXX3H777ZJtSk1NpVu3bhQWFpKQkADQ6ZeKYJvuuecennrqKSmmjI2Nxe/38/DDDwOQkpISsRbMgUCASZMmST2Brutomsb27dsBWLRoETk5OcTFxUXMnj59+gBmAWwwhg4dSnFxMf379wfo9EJq+KH+ISMjg8bGxpD/Kyws5OOPPwZg/PjxEbFH2ZSUlHRA5i83N5c5c+YAcOWVV0aslkDXdVkfwUEZdYb+6U9/4r777otYq3M1ZzExMQdc/DIzM5k2bRovvfQS0Dnt16OptlHMwXnMABMP8TMPAA90mlEWLFiwYMGCBQsWLPwIohl5/tmhtbUVv9/PAw+Y/rnb7eahhx4KuY1v376d3bt386tf/Qr4Idqk6zrnnnsuAB999FFY7HG73RIJ+/vf/47X6+W2224TewzDYP369UKFOOmkk0S5Qd0Mp02bxvz588Nij4p8+f1+Xn75ZXw+H1dffTVgRg4Nw5DIRmlpKWeddRaGYchN3efzcdNNN/HCCy+ExZ5gFYm3335bbp9nn302Xbp0kZvpu+++S0VFBRdddJH8rMPhwOfz8eCDDwLwt7/9LSw2+Xw+AoGASPYFAgHGjh0rGQBd13niiSeorKxk6dKlgDmPycnJEmH417/+xS233BKWCJnigIIZmQsEApItyMzMRNd1rrvuOklNLlmyBMMwyMjIAMzMSnFxMRdffHHYFDfAnLPt27fLmsrIyKBr165omsaJJ54IQFlZGZ9//rlEUbt3747T6WTfvn3yO4Qr6qKUdVSUW2Uz1Nrt06cPpaWlErVPTk4mLy+PtLS0EBWacEY41DPs8XhoaWmReVSqNUp9o1+/fthsNk444QT69u0LdF60Ttd1vF4v5eXlAGzYsIHNmzfTtWtXwByXrl27kpubK9mXzoyMGYZBS0sLYKqQ7NmzR7JLycnJaJpGS0uLPH+dHRVTe05JSQmrVq2SMwXMyLPL5eK7774DYMKECZ1qS7BN8+fPZ8uWLSFKUsGqTE8++SSPPPJIROwJBALceuuth0z1t7S0cPnll/Pll19GzJ7JkyfLZ7eF3+/nggsuAIgIPUE998OGDTtAcQjM+fz9738PmJHnSCAQCJCXl/ej9UEPPvgg9957b8TsUdnSQ9GN5s6dy4svvthpNljOMz8Mfnx8PKWlpZx55pkAHH300ZJWUwd4WloaS5culU3YZrPh8/mIiYlhwYIFB3n39tsUFxfH3r1mTeSkSZMYOnRoiO6uokG8+uqrAMJb9Xg8Yu+8efPCZo96z/3793PcccfRv3//EHm++Ph4OUTnz58v6VpFn0hISGD27Nlhs0c5CHV1dYwaNYqCArOeVKXbVao2OzubBQsWkJSUJA5pc3MzKSkp3HPPPWGzB5BCU5VyzMzMJD09XT43MTGRnJwcPvvsM3n4dV2nsbFR7J4+fXrYJM80TROnPDc3F4fDIXKBmqZJavubb74BTMqLy+WS1GVaWhpnnXVW2OxR8Hq9pKeni0OYnZ2NzWYjNTVVaBA7d+5k8ODB1NbWAia9JTc3lxEjRoQ99a64uQppaWkhY+f3+0lISGDUqFGASSGJjY2le/fu5OXlAeF1zNrqPAPyHDU1NVFTUyPrZdSoUeTm5lJQUCBr3m63dwo9IbggD0y+6r59+8SWrKws0tLSSElJiUg6ORAICC2iZ8+epKenC98xJiaGAQMGHLLGoLPsAXNvvvzyy9m0aVMINWnQoEEyLpGSy/P7/YwcOZKHHnqIGTNmAMj8KepEIBCIqA7/tddey7hx4wC4/PLLpQkRmJee1tbWiNljGIZIvl577bWce+65IRKxMTExYS3iPlwsWrSInTt3cvLJJ4udwcG6SOOrr76SS/Nxxx0X1QJYTdPYunUrYAYTRo4cGXEbLOcZxEHNzc1lwIABsqE0Nzfj9Xrp0qWLLJS77rqLDz74ICSCBubmM3PmTACefvrpDttUW1tLZmamaKXm5eXR1NSE2+2WqKBhGNx///3CxzIMA6/XG6Kne//990skvSNobm4mOTkZgPz8fLKysqivr5ebek5ODrqui87s559/Lg05gvVqn3nmGW655ZYO29Pa2ioXm+zsbFJSUiSK0tTURH5+vozBnDlzWLNmjUSh4IexeucdUyZ86tSpHdqsg/moaWlp4ojV19fT0NAgkVK3280bb7zBli1b5BBtbGyUxi4AX3zxBRMnTuzw4eH3+7Hb7TJvPp+PxsZG4YT279+f6upqPv74Y8lexMbG0tTUJLbY7XZKS0sZMmRIh2yBUOc5Pj4eXdfF8dm4cSODBg1i69atwgVX6jKKlxkXF0dGRgZOp1N+p3DYow6khoYGuTSUl5eTn5/Pf/7zH/k6JSVFHPuamhp69uwZsmmHu0mKWqs1NTVUVlZSVlYGmJrTGRkZwkXPzs4mPT2dnJwcueB2RiMZMNeQx+OhoaEBgIqKCvbv30+PHj3ElqSkJGJiYjrd+VE2qUvoiBEjJDKuXleXokg4YirrB6Yj3717d/7+979LJDwlJUWUk6Dzo+AKsbGxDBw4kP79+4v2/bp160hISJCzxO12R9SeAQMGSIDhueeeo7i4WDKqqjYjUvbExMTImd+nTx9OO+00ee6VklPwftjZUJ9RWFhIYWEhv/71rwF46623AET1J1L2qM8pKCiQANVVV13Fyy+/HFKbEbz+Oxs2m01qKnJzc7n55pt54oknDnDoO9Mey3mGEGfU6/XKARQfHy9SS+rmOW/ePFpbW4Uk7/V6qaurw2azhVXyLDk5OaQbXGxsbIg9YDpsr776qhyyubm5BAIBKioqwr5ogiXNWltbRd5LfY6u67S0tPDmm28CZmFcfn4+drudLVu2yHuEa0MMHgeXyxWi8mG32/H7/RKBeu+993A6ndKsAUwHNSkpKSxRIMMwQooXnU6nvJ/NZiM+Pl7msbKyks8++yzEoR45ciSLFi0KaWjTUXsUdF0Pae6hIilgXojKy8vZsGGDjFVhYSEjR47kgw8+APjJVN2R2BRc0a8uDMrR0XWd8vJyysrKpIDI7XaTmpoqTUjWr19PQUFB2CMeuq7T3Nwsf8MPdBVVCKc6/PXs2ROAiy66iIyMDLp16ybvEy4HTe03as1UVFSwe/du6by4Y8cOjj76aHEac3Nzyc/P79RiuOCGMm63WwIOixcvprW1VWgRAwcOJDU1NWJFVRDqhG7dulXGrWfPnkKtiVQUM/hz7HY7e/bskexFdnY2LS0tjB59WD0Ywm6TpmnSrMnr9ZKTkyMX03/+858RtSnYLqXKorKYtbW10j0zGkhPTw/JILjdbsnuRgODBg0CEFWgQCDA9OnTo2YPwGmnncZLL70kxc0AxxxzTNTsueyyyw5oGJeTk9Opnxn1JikWLFiwYMGCBQsWLPxvwS/eeW5ububyyy/n8ssvB8ziMsUd/u9//4vD4cDlcknU7KWXXmLo0KGi41tXVydSKRdeeCEXXnhhhyJjLS0ttLS0SEORxYsXs3jxYux2OytWrCApKYmmpiaJJs6ZM4fRo0czevRo6urqqKioEN4jwKmnntphflRraytPPfWUfL169Wri4uJYunSpNNyoqalB0zRmz57N7NmzGTt2LHV1dWzbto20tDSJ/hx77LEdbljgdrv58MMPZU42bdpEfHw8S5cuZenSpWRmZrJ3716JRj/yyCMce+yx1NfXi7RW9+7dsdlsDBw4kIEDB3Youur1etmwYQMbNmxA13V27dolesDLly+ne/fu7Ny5k507dxIXF8cdd9zBmDFjaG5uprm5mcWLF1NUVCQalVlZWR2yR+nIVlZWEggERNs1JSWFL7/8kp49e9KzZ082btyIw+Hg6quvZujQoQwdOpRAIMD777/P+PHjGT9+PNnZ2SQkJHR4DamIvIoyNTY2kp6ezvr161m/fj2DBg1i9erVxMfHc84553DOOefQt29f4uLiWLRoEYsWLWLEiBESrQ9H0wvF3fX7/dKoZevWrWzdupVevXrx3XffkZycTHJyMuPGjaNXr14yr+vWrRM+e/DvGA6opiJKr9lms1FZWSlNf7KysjjqqKNEF1c9W50ZXVXPms1mw+v1snz5cpYvX05jYyPx8fGyB+Xm5kYs6qxSxmpNvfLKK0I/sNlsOBwO8vLyImZP2/FfsWKFUMnAjKhOnDiR+Ph44uPjI2JTMPbs2cOuXbvYtWsXhmFQW1vLoEGDGDRokGQxIgm1/xUXF4fomCclJTFw4MCI2wPmXh4cZfb5fNhsNi655BIuueSSiNujJA9VbY7ipj/77LM8++yzEbdH7QOq+D54z4tUgefBcDDOc2frc//iaRvHHXccjz76KACTJ0/mlVdekVTy8ccfL1qLapFcffXVZGdnSyouNjaW3NxcSktLRWO1I4fYxRdfDMCdd97JtGnThD/t8XiYNGnSAfqz06dPF+6P0+kkMTGR3r17S0X3oEGD2k2VUL/z7bffzm9/+1tuvPFGAO677z7cbjdnnHGGcMGysrKkiyBAr169qKurIy0tTcbl888/p0+fPh2ibhiG/q3lYwAAIABJREFUwdy5cznllFP461//CsD111+Py+XirLPOAswNMD8/X+x/8MEH6dWrF+Xl5VLcNXr0aBYsWEBhYSHQfm6UYRisXr1anLp//OMfXHDBBUKlOfPMM2ltbRV+n67rzJw5k7y8PDZu3AiYVdUjRozg9ddfB0yN7I7Yo5oMJCcn8+GHH0phjtPpZOLEicLrHTVqFIZhMGfOHOHPzp8/n5NPPpmioiLAbGyTk5PTIXsA4TCuXbsWMHnzzc3NjB07FjA3utNPPx0wlWXAXFMff/wxZ5xxhti7YsWKsCh/BDveqsFJc3MzgwcPBmDz5s2cccYZwq1es2YNubm58lydccYZpKWlSU1EOKGc52Ce5ZYtW+RzjjrqKAYMGCAOT1xcnFzgO8uBDk79t7S0sHLlSvm/jIwMoSJESkdZ2aKcQIDXXntNCq3BpG0EF1hHEk6nk7vuuiuE0qXrOgMGDIiKPV6vl+uvvz5EH12dKdFAIBDguuuuA37YI1TAIBrFX8qG//mf/wlxCIOVh6Jh0x133HHApTySlKi2UGduMCL1vB8K6rxoi8626xftPPv9frZu3SpFbjNnziQlJUUc40AgIFFcNRE1NTWMHDlSnAmfz0dSUhIJCQmiWKCcgPbY8/nnnwPwxBNPcM0118iB6XK5hBcWTNAvLy/n+OOPB8xDtLW1leTkZOHPbt68WdQVjhRqM3vvvfdoaWnhsssuA8xCHKfTicfjEfuUTYrffPbZZ0s7aCXvlZOTQ2lpabvtUTbNmzePHTt2cPbZZwM/CNsrh1V1rFObzsqVK/nNb35Dly5dhPOnLhmK06pUQtpjz9y5cyVS8qtf/SpERqy5uVmUJMAcp3feeYfp06cLb37btm0ce+yxcmjU19e3e8MOBAJSQNqlSxf69+8v471v3z7q6+vld1WKDM888wx33XUXYDruxcXFjBgxAoCxY8fS0tLS7siUclJLS0txuVwSqc3KyqKyslK41ikpKcTExBAXFye2PPvssxQWFrJs2TIAhgwZQn5+focr31Vtg3rOHQ4HCQkJVFdXhzRIiI+Pl4vpgAEDWLlypRSpfv3113Tr1i2Eex9OxMXFSe1FRUUFHo9HmiGdf/75HHXUUSKr5/f7O73yPZjDv337dhmnuLg4TjzxRPr16yf/Hykom5QKSX19vSjIgMnBjLSjEewIbtmyRdqUAyENdSJtk67rLF++POT1lJQUkYWMhk1t1anUOCm1q0jbA6a8WTA0TYsql/dgjmF7z6qOwjAM7rvvvgNej0YWJRgHEyCIxD70i6dtWLBgwYIFCxYsWLBwuPhFRp5VNExFdlRDixtuuAGv1ys0jttvvz1ERQFg165dzJ8/PyT9tmnTJuLi4kShoD2RZ8VxVHj77be5/PLLpXL88ccf57bbbjsgklJaWiryQyrl/MUXX0i6ecmSJe0S4w8EApL+1DSNf/7zn5x33nmAyTmeNWsWM2fOFJsVF0rJaT3wwAMcddRRGIbBokWLALPafM2aNe2qNlcpbKXZ+s0330jE3eVy8eSTT3LDDTcAP9yE1Zzt3buXW265hbffflvm/s0336Rv376iW9keKTafz0dGRkZIeui1117D6XRK+9QrrrjigGxBZWUlv/3tb3nttdfkfV544QWOPfZYgBCe5JHaM3jw4BCN0tmzZws15dVXX+W0006T6JdqS11TUyNNAv71r3/R3NwsEY8LL7zwoEL9h2uPkm9saWmhublZmuqkpaXx4YcfinrFkCFDRNFFyaCNGTOGd955h927dwOmpNW1117bbnqCGpeKigoaGxuF3tK9e3eysrIoLi6Wz7rooovIzs6WteR0OklPTxdpvS+++ILc3NyQZytcWthKS3nnzp0ALFy4kLS0NGlbrp5z9YyrCvzObkYCJn1s4cKFkpXq0qULgwcPlnGKlFRVsF2q/kNRJNQ8ezyeiEbCITRCr/ZGtXd9++23EWvH3dYmu91OWlqaqMkYhkFjY6NIoUYaNptN9iGVMVTjdO2110bcHjVvKjuqYBgG7777bsTtUTbl5+eza9eukNfVvhANe9R6KSkpkdcVbSpaGDBgAJs2bQp5TZ0hnYlfpPN8qFReVVUVdrudm266CTCdMpUCVA9XSUkJM2bMkPdQh8jChQtFzLw9CO5iqLB//345jG644Qaam5tDNl9N09i5c6dwkePi4mQDev/99wGz62B7kJiYeIAOrqI8aJrGtddeS11dncgLqfFResE333wzCQkJwh8H02FVDu+RQqX7VTGczWYLsefyyy+Xr9sWUFVUVPDHP/4xhJKjaRpz5sxh/Pjx7bIHTE6ly+UKkX+rrq5G13W5aNTX15OXlyfzaBgG1dXV3HPPPUKFcDqdxMbGSkqsvZy/E088kfLyckljJyUlUVNTI19PmDCBlpaWEI1Q5XwomZ8uXbpgs9lkXq+++mpxvo8Ut912m6Rm9+3bR1ZWlvDSGxoa6NmzZ4hclcPhIBAIyAH/yiuvEBsbKzz19PR0Ro0a1S6OsWEYwrdesGAB69evl/GfPHkyzc3NVFdXy/PldDrJzs6W59vtdvPpp5+KozZ06FDi4+OJiYnpsMMYTLnw+/24XC4qKyv597//DZj7kN1ul71IXVSV05GRkdHpjrPaV1atWsWGDRtkTXXt2jVER9lms0WUA+n3+3njjTcAZG0rWztaX9ER7Ny5M+RZA7OGJlr2uN3uAxyKzMzMiF92FAKBQIiEJvxw8QoOIkUKap7U3hOMg53NkYBhGAe1JxoXMIW2cwZEra5A4WCOsqKKdiZ+cc7zwbiBarO/8MILhcPcFuq2d95554VENJQw+NNPP90u5znYQQ2G3W7nrLPOkqhfsMOgvnfnzp2ce+65cojGxMSg6zpxcXHC3Zo4ceIR26Tr+gFqD3a7nRNOOAEwD3PVSjnYpu3bt3P++ecD5oJWzryKkL3zzjvyHkcCVU0fjLi4OI466ij5rNzc3BBesa7r0gxkypQpVFZWkpiYKOOZk5PDJ5980i7nWV0IWlpaJMqluPEFBQVUVVVJRFU5Fmo8t27dyrRp09ixY4c84C6XiyFDhrB69WrAjLgeKdxud4imLCDrWGUDevToEaJt7fP52LJlC7fffrtUSqenp9PY2Cjt57dt2yaRziNBS0sLq1evlopnXddJTEyUr7ds2UJWVpbwvuPj46UG4aWXXgLg008/JS8vTy5F55xzDtXV1SLUfyRwu9189tlngJnVaWxslELKNWvWkJ+fj67rwivOycnBZrOxY8cOwKwkX7dundi7b98+evbsGfKctCci3rY40Ov1UlZWxu7du2XeAoEA/fr1k0YO9fX1xMTEhKz3zlbbUM7yypUraWpqkkhzQUEB/fr1k68jXTxkGIZkanRdR9M0mSPVqjySUL9/UlKS7BPqtXB1V20P4uPjJWuiEE0t5ZiYmAMcQ1XvEw2oZ6mtIxaOhmfthaZpUhOioDJ30ULb9uQqWxpNqLoloF1nQ3thcZ4tWLBgwYIFCxYsWDhM/OIiz3BglFd9nZuby/XXXy+qEkVFRVx11VXMnj1bqslVZFdFFXr27ElpaekBnJvDhYpctrUpEAjQp08ffvvb3wKmhN3IkSO55ppreOSRRwCzm5ff75e0icvloqioiK1bt0rUtT3RMF3XD7DH7/cLneDSSy/lggsu4LjjjhOKy913383w4cMl8pmWlkZDQwNjxoyRdHlpaWm77AkEAgcoLLjdbon0n3vuuZx55pnCCZ05cya33nqryKA5nU5ycnLYt2+ffM/KlSvZu3dviHTT4UJFCYMjOSqKMnXqVCZNmiRc2PPOO48///nPIst08sknU1tbS8+ePYXLduGFF/L555/LrV51kjoSuN3uA7hn+/fv56677uK4444DTKm38847Tzj9v/nNb7jssssoKysTabr169dz2WWXsX79esBM07XHnsbGRrZu3RrCv96xY4dwwYuKiigqKhJa0bx58zjvvPO455572Lx5s9hbXFwsHMj9+/fj9/vbpe9cW1sr7W3Lysrw+XzSgnfHjh1kZ2eTnZ0tkadNmzYxceJEoT+VlZUxdOhQGZcZM2ZINFZFn48k3ax+B5/PR2trq6RDv/76a0pLS9m8ebPMp8fjobGxUbrBKX3pYJnFzqQD6LouETDVGVKpwYwYMYKePXt2WlvwH4NhGAQCAeGoKl7vk08+CUQv3Q4mvxnMiOZvfvMbIDKp5EOhtbU15LnJy8uLaJSuLRT9TsHhcEgmKBpQ54AaI/U8/eEPf4iaTcABe92LL74YJUtMtLUnWLIyWgi2SdFGI4FfnPPc2toaorsZDJfLxd/+9jdxPBcsWEBOTg79+/eX71XFF+rwGDBgAI899pgUXB0plAMW3OZSwel0SuFWSUkJixYtoqCggE8//RQwnbhgKaTc3FyGDBnCww8/LNzS9hxmwe2lg6HkqZ5//nm2b9/OkiVLJJX83//+VxoUgLn59OvXj+HDh3P33XcDiON6pGhoaDioPepAnzdvHrt27RKN7MGDB7Np0yaR8rLZbNjtdo4++mi5AMycOZMTTzyxXePzYwUSVVVVvPHGG+LoXH/99YwcOVLaGdfW1krjCzUexx57LNOnT5cUWHtsqqurO6hkWUVFBe+99x5grqF7771XnGmn00lZWVlIm/Vf//rXnH766Vx55ZWAqSncHnuamppobW09gNagLgxVVVXs2bOHF154ATAvFYsWLWLz5s3C6bPb7Vx33XUiXeVwOOjdu3fIs3K4tum6LgWCbR2Jb7/9lpSUFLp37y7Fw2eccQbr1q0T2kZWVhYpKSmiY66kCR0OR0gx6JGOVW1tLQsWLOCdd94BTL1rtUcpZ6upqYnu3buLfKDb7SYjI0MuzZ3pJKpW4Ypuo6QwVTDhggsuID8/PyrcWbUOlJxgYWEhU6dOFSpWNPVnc3JySE9PZ8CAAfzjH/+Imh0KMTExJCcnC70muOArGrDZbLJ+/X7/AfSEaMHhcOD1eg/KNY4GYmNjJXCkzrNoQtX2+P3+n80YqYLpg/GxOxNaZ+uDRhOjR482DsbrUo7v4aoaxMbGhkSIg/Vgg4ue2gM1/pmZmYdtj+LXKmdJOWbNzc306tWrw4eGrutkZWUd0YaWmpqKz+cL0fV1Op1hsScQCEif+sOt7M3OzpYIsa7rbN68GZfLJVzkjnBE1WaWm5sres6HgvoMFSVUvMzi4mJ5nx49eoREDttjl9vtprCwUPjBh0JwlHLYsGFomkZycjLz5s2Tz1bdF9XX7bGnubmZfv36UVVVdcjv0TRNHGWHw8GECRNwOBzCWb311ltxOBxS2KeK0doTZW1qapJmPWVlZQdcMtTvqT6roKCAk046SfaKIUOGMH78eHn24uLiZFza4ziq52TDhg3ceeedFBcXA0jmxm63y0GVm5vLhRdeKA0t+vbtS1pamjgfncV3Vnzs1tZW4aN++OGH6LouGutjx46lS5cuMgaRdlg9Hg/r1q0DfphjtX6iVZwHJuf/008/pXfv3qLkE01nPhAI8Prrr0u0+fjjj4+qPYZhiEpURkYGU6ZMiZotwXj00UdxOBzMmDEj2qYASOAJ4N57742iJSaUprLH4wnpOhxNTJ8+nebm5pDOkO2FpmnfGIZxWHJgv7jIM/zggP1UgwObzcYrr7zC888/LzJ0KSkpIZHnjkJtYLW1tT9pj91uZ968ebz55puAKSum7AE61HwkGDabjerqaknFHipNHhcXJ2mkxYsX8+STT0q0LCYmRg6xjsJut0vkKyEh4aCtqzVNE2di9uzZrFu3TlqaJicnS+ez9tA02kKNS1lZGSkpKQcUM8IPB3daWhoPPPCAOLUzZswgMTFRos/QvohlWzgcDrZu3Up2dvYhm4iobpg333wzYBY1XXDBBTgcDvmd1BrsqD3JycmsWrVKHAdFcVBQ86U6L1522WUMGzaMY445RmyJjY2VIljomDOUkpIiklOTJk0KaYai3js1NVUaIpxyyilMnDhRMit2uz1kztTv0F6o9+nfvz/HHHOMFIsGy2gqhZlf/epXnHLKKUKtSU1NDVG4CLcTpJ4Rr9eLx+Nh9+7dbNiwQewqKipi2LBhQGjkPdJQjr3a9zIzM+nSpUvUnUIw10uvXr3o0aNH1Gxpi+HDh0tBbLS7wgFC0/g5jdGkSZOiSmdpi8mTJ8uc/RxwxRVXAEhH2p8D/vCHP9CtW7eIf65VMGjBggULFixYsGDBwmHiF0nbCEYgEJDU8TXXXMMbb7whvMfBgwdHXFNRRQ2TkpKYNm2a6OQuWLCAYcOGRUVTsbW1lbS0NCl8+eijj3jjjTcYOXKkyNBFMpKhtJMVz7y4uJg5c+aIxFtqamrE7FE83uHDhwNw1llnsWbNGinKO/bYY0MaqXS2XYFAgFWrVgGmtNupp54q/OtbbrmFE044QSJ1kdDkVTSEuXPncvfdd0u0qbq6mt/97ndS9JmdnY3dbo9Io4+qqioeffRR0VHu1asXfr+fKVOmcM455wBmFqethnNnUSOampp49tlnAVNH2ePxYBiGcOInT55MTk5OSCOSzpw3Ff1uampi9+7dFBcXC/c7Ly+P008/XSI9KqsTKYpEsI7z3r17KS0tlT3R6/VSVFQk2a9I87D9fr9Q73bs2EFxcTGnnnqqZAyi0UAGzBT7F198wdy5c0W69NJLL42qxvOyZcuEknDMMcfw2GOPRY1mYxgGS5cuBeB3v/sdRUVFkmmOZoR+2bJlXHTRRfKsbdiwIar2rFixQupPUlJSqKioiKo9ikp28sknEx8fHxbO85HQNn7xzrMFCxYig4PxjKMFxecNtiPYnkjbpmzxer34/X6hicAPl5xI2xQIBKipqWHXrl3iFPbu3Zvs7OwQ7nckHWePx8OyZcsA+OCDD0K01k888UTOPfdcobtEwi61prds2cLTTz8tF7LGxkYyMjK4/vrrRZFIXX4igcbGRu6//34AnnrqKXw+Hzabjd69ewOwevVq4fdHAkqd6qGHHuK+++4LoQI6HA42btwotkUKgUCA2bNnM3PmzJC9SdM0li9fDtChJlpHCsMwmDdvnhRrt8XcuXOFNhEpfPjhhwBS4xCMu+++W6iRkURxcfFB5+Xqq6/usBqJ5Tx/D8t5tmDBgoWOo61zEU2oyPO2bdtYtmyZRHbHjRsXUQc1GK2trQwaNIjy8nLAHK9hw4axcuXKqGQLm5ubQ7qyKqhutLNmzYroPKqooOqSGYyUlBQaGhoiHnlubm4+aLdSTdMkYxZJucOWlhbJ5B4MTU1NEZU7dLvdckk+GEpLSyPKV1cNzg7FBlixYkWHLztH4jxbnGcLFixYsGDBggULFg4TVuTZggULFixYCCPCoVgTLiie+JE08elMBAIBobX8HODz+fjmm28AGDNmTNTnTSkTPf744/zpT3+Kuj1gRukvu+wy6RkQTRlIMOtWVP1MSUlJ2Pj7Fm3je1jOswULFixYsGDBgoWfgkXbsGDBggULFixYsGChE2A5zxYsWLBgwYIFCxYsHCYs59mCBQsWLFiwYMGChcPEL7I9twULFiwcDg4l0RaJgrBD1aMojeq2RTvR1Km2YMGChV8SLOfZgoVfKJQDGOwIRkslQDmEbR3AYHs60y7DMEI+KxAI4Pf7QxxUm80W0lglJiYm7HYph9kwjBB93kAgII0m1P+rCnPVQCW4019nd48MduyDG14E22M58BYsWPi/Cst5PkI0NjbSpUsXORhaW1t/VEi8M6AOLk3TqKmpITMzU752Op0/KrTeWbYoVFZWApCTk4PNZqOxsTGinayUTcGOWGlpKfn5+djtdmpqagCz/XIknYtgp6ukpIRevXqJ87V3714KCgo6rf1z23+rJhOBQABN0/j222/p378/YDYF2LNnD3369AEQG8NlS/A4BDuHHo8Hn8+HYRisW7cOgL59+5KQkEBpaSkAgwcPxuFwhGWclLMMplSVpml4vV5578bGRtxut4zVhg0bKCgokPGoq6tj+PDhpKenH+DEtscWNS66ruPz+fD7/dKowe/309zcLBJWTU1N1NTUhMxnSkoKffv2pXv37oA5jzExMeJMd3TM2q5n9bVaQwe74ATPteVMW7Bg4f8SLM6zBQsWLFiwYMGCBQuHCSvy3AaBQCAkstvU1ERzczP79u0DTBF1u90uURXDMHA4HDQ2NnZKK08V+VKR1Pr6eml1unfvXk444QSJfKlIXmJiokRYD9XKsj0IjtQpe/bv3w+YIuq7d+/mnHPOASA2NlYiiaoFakVFRVhb1ao58Hq9EgEDc1yampooKSkBYOrUqcTFxeH1euVnMjMzKSkpOWh71o7A7/dLFBXMNbRnzx6cTicAmzZt4oYbbhB71O+Rk5PDV199BZhR8XDAMAy8Xq9ELFUkU0VyXS4X69ev5/7775cGCmqMCgoKAFi0aBH5+flhiVzqui62OJ1OXC6XrKk9e/bQ0tLC+vXreeGFFwAOiAb36dOHOXPm0Ldv3w5FxBUlQj1bzc3NNDY24nQ6ZX2Ul5fT2trKhg0bAFi8eLGMH5jPVe/evZk5cyZDhgyR15TdRzouar34/X6cTifNzc20tLQA5jw1NDTQ2NgIwJYtW9i5c6c843a7nZycHAoLCznllFMAc6y6dOki49ReGkcwjSTYXrXX+P1+AoGARLjtdrt8VvDn2Wy2EEqJBQsWLPxvhuU8t4HdbpeDYv/+/SQmJrJmzRruuOMO+Z7gdDOYTsm7777LJZdcEnZ71OGn6zoVFRUkJyezdu1aAB544AHpHgU/HNotLS28/fbbgOk4hgvq/WNjY9F1nd27d5OUlATAunXrmD17tjgfHo9Hvr+hoQGAt956iyuuuCJs6Vv1PvHx8fj9frZt2wZAcnIyGzZsYN68eQDitAUf6NXV1bz11ltcddVVQPgOdJvNhsPhkAvNt99+S3JyMt999x0A7733Hj6fD6/XG+JMlJeXS/emq666Kix0CU3TsNvtcmGx2+2sXbtWnLyNGzeyatUqvF6vOIaapmGz2di+fTsA/+///T+uvvpq4uLiOjxvipcLkJKSgt1ulwtDXFwc27ZtY9u2bXg8HgBxKNVYbNy4kU8++YS8vDxZd0cyb20dQTVHDodDXlPPls/nY+/evbJ2fT4fLpdLnn2Xy4Xb7WbVqlXk5uYCJlXpcOdNfZ6iQATbpuxSz1JlZWXIpVldOtQ4tba20traSiAQEGc/NTWVhISEDnXeCrYrmFbi9/txuVyASSFxOp0hY5mUlERcXJzMtd1uDxmXzqJwtLX1UJ9l0UcsWLDQUVjOcxDUQaYOoMLCQp577jkeeeQR/vjHPwJw1113yaEejMsuu4zTTjsNgPT09LDYExwFX7t2LT169ODFF1/kiSeeAODmm29m69at4vgE8xKVU3jaaaeFLZIZHAVfs2YN+fn5vPbaawA888wzXH/99eIkulyuAwqJpk+fzqRJk8jLywuLPSpyaxgGX331lbzve++9x9y5c5k2bRpg8lUbGhoOuPTcdNNNnHTSSQD07t07LDZ5PB50XRenMDs7myVLlvDvf/8bgPPPP5/169dTXV19wDr605/+BMCECRMYOHBgh20xDIPW1laZh6+++oq0tDSxbcWKFRx//PGsX7+evXv3AsglQ+Gxxx5j3LhxHHXUUWGxRzmAhmGwZs0a4edv27aNkpISxo4dK5egPXv2iPMKpqP86quvMmrUKGnNeiRoW4yo1kN9fT2GYVBSUiL2VFVV4XQ6GTx4MGBmTSorKyUD5Xa78Xg8FBcXM2jQIMB0nttjk2EYIdxk5ZiqKL1yRNWlJzc3F7/fLw6r2+2msbGRxsZGdu7cCcDAgQPp0aNHuwpB29YxBHOy/X4/TU1NlJeXA7B9+3aqq6slg5OXl0dmZiYOh4PU1FTAvMwGO/HhLEoNLqxsaWlhzZo1rFy5EjAv+SeccAJFRUUyvg6Ho9OLKZVdfr+fTZs2SSCjvr6eq666imHDhgGhRaeRgGEY7NmzBzD36507d/LnP/8ZgKFDh0aNl15TU8MDDzzAF198AcDLL7/MwIEDo3bJaW5ulmDZ4sWLWbhwIf369YuKLfDDPnDDDTfw4YcfsmrVKnr16hU1e8A8e6+99lref/991q9fD0CPHj2iZo/f7+fKK6+Uc3br1q3k5+d36mda+TMLFixYsGDBggULFg4T2qG0RP8vYPTo0cbXX3992N/fdixcLhcej4eEhASJbnTr1o2BAwdKRGzXrl3ouo7dbheOYnx8fFjsD06bgskTdbvdkrIOBAIUFhZKJKOmpoZt27bh9/uFf93Q0BA2NZBgnjeYigQqStalSxf8fr9E6kaNGsW+ffvYuHGjRMYTExOpqqoKmxqImhM1TooD6nK5SE9Pl8j0r371K0aPHs3evXtFyaG5uZn09HSJ1HVUESRYfSA4Y6AimEoRxev1ctFFFzF48GCJ9q5du5b9+/dL+v+bb76hW7duHbIHflBuCOanKj44mJFSr9fLLbfcQmFhIWBGWNeuXSu86IEDB7Jw4UIKCws7FAlSkTgVbfd4PLS2too6S3NzM926dcPtdvPMM88A5rO2e/duiUR/9913jB07ltmzZ0u0tz10GxVJVevD6/XS1NREU1MT1dXVgLm2u3XrJvZ++umnJCcny3pRa+mEE05g+vTpABx11FHExsYe1ji1Va9Qc6Q46s3NzVRVVQHmc93U1ERGRgZg0lj27dsn+01paSk1NTV4PB4GDBgAwMknn8zAgQNlr7Db7e2KPKtnS2WdWlpa2Llzp2SYdu/ejaZpEuXJzc0lIyMDu90uGS8ViQ5W5AgHTUrXddxut9Q2zJo1izVr1gidJT09nbFjxzJp0iRZLwUFBYc9R+2BWi87duxg6tSpbNmyRcbObrfTv39/rrzySgAmT55Mbm5up0dYdV1nx44dnHDptYmTAAAgAElEQVTCCZI5UdF/lSWdNm0at912G9nZ2Z1qi/rs0tJSObeam5tD/j8uLo4LLrhA9oFwZXJ/DGVlZYCp8BMsCQnmHjNhwgQAFixYEPY6mUOhsrKSgoKCAzKmgKzn1atXR0xda//+/XIuHcxvzM3NpaSkJKx1TT+Guro6ADlb2yI9PV3O2MOt/dI07RvDMEYf1vdazvMPmD17Nnl5efzrX/8CTCfs/fffJykpSTZkt9tNRUUFQ4cOBRDH2TAMeU05aB2BYRi88MILspm98cYbeL1e5s2bR0pKCmA6IC0tLVRUVAAwcuTIEHsAxo4dS3FxcVjsefXVVwGTT/nuu+/i9/t58sknAXMBu1wu2Qj37t3LuHHjQhx5XdeZOHEiixYt6rA9uq7z/vvvA+Zmu3DhQtlk7rnnHrp16yZFeo2Njezdu5eJEyfKxhgfH49hGJx99tkAvP766x06xNRnf/rpp4CZ7gNz3K6//npJaTU1NVFfX8++ffs499xzAXMeHQ6HXE4uuOACnn/++Q47GF6vly+//FIO9KVLl2K325k8eTIA/fv3p76+nvr6enEar7zySlpbW+UCaBgGU6ZM4cEHH+xwitntdofQelatWiW82HHjxjFkyBBqa2tlU2xoaOAvf/mLrCmV+p8yZQo33XQT0L6LqnIIlfNZXl5OU1MTX3/9tazVHj16MHjwYCnSq6uro7Gxkfnz5wPmge/3+4mNjZU1dNFFF5GcnPyT6+jHaBFutxun00lDQwO7du0CfpDDVLQQu90e4lxv3ryZxsZGfD6fONgTJ05k8ODBcrAeifPc1k7DMOQCXFZWRklJiRxKbreb1NRU2acyMzPRNI20tDSxJSUlhZiYmLA3cfF6vWzdulVqBTZu3Mh3330ne3Xv3r3p1asX2dnZ/Pa3vwVMWklnUSUCgYCksGfNmsVXX31FeXm57DkJCQlkZGSInODrr79Oz549O815VvP39ddfM2PGDEpKSiToo5rsqPWelJTE6tWrw0Zf+zGbvvzyS6ZMmSLF5sGFuGA6qzExMWzatAlAZDM7CytXruSss84CzOf6YM6q2ou3bNnS6RSOzz//HIBTTjkFj8dzyGZJyh51Ye5MLFu2jEmTJslF8FDYvHlzWCiHP4UlS5ZIcXRbemgw1Hmjgno/hSNxni3OM4iTdfXVV3PTTTcxatQoAGbOnCmRG7XJ2Gw2SktLZcNzOBy43W7sdjvLli0Lm03Nzc1cfPHF/OUvfwFg2LBhzJgxg5SUlJBCOaXmAOYB6XA4cLlcckCog6WjaGxsFCfhkUceoaioiN/97ncSFdA0jYSEBNlkvvrqK2JiYkhKSpJIZ3x8PC+++GJY7Kmvr2f8+PEAPP/88/Tt25dLL70UMCOqmqaFFJWtXbuWuLg4iRrU1taSmJjIww8/LPa3F4ZhUFtbC8CQIUOYP3++RHLPOussevToIeOSnJyMzWZj48aNckNPS0ujqqpKLkW33HJLh+0B83csKCjgk08+AaB79+4cf/zxchjZ7XaJuKvoXWpqKpmZmRKJSU1NZerUqR0+4AOBADU1NTL+JSUldO3aVZQqioqKiI2NJTMzUzbD0tJSsrKyhDu7e/duunbtykknnRQWe4IjXtXV1aSlpdG1a1exJzExUZx7n89HdXW1RDliYmKoq6sjISGBvn37yvscDp+3bafCtn/7fD4aGhpCagzS09Nlrux2O62trbJ+cnJypIBQrXn1d0eg+Ni6rsseWVdXR0xMjKxvVUjatjmLpmlysVGOczh5zmBewFpbWzn66KMBGDFiBBs3bpRxq62txeFwiBqPsq+z0NraKuvlqquu4qqrruKVV14RzuqWLVvk+8DMBHVm1FldItLS0nj00UeJiYnhzjvvBMyL6e7du2UsvV7vARHXzoDP56N79+689dZbcqZefPHFol2uEAgEZJw6E36/n969e0vQIykpiRNOOEEu1upvNU7q685CIBCQqPIXX3xBSkoKI0aMAMz5bDtH6rnsLKi9+KijjmL9+vVyRvXt21eyrMFQwYbOhGEYjBkzRi5Xqamp5Ofnh+jPR8Iey3nGdJoB5s6dy/PPPy8LVEXjgg+i2bNnM3fuXJkktUEFAgHOPPNMAIqLizu8Kd5444089dRTPP744/I5KuUWnDaaM2cOb7zxhtjg9/tD0qyXXnopixcv7rAz9pe//IW//vWvANx3330hKXdAokwvv/wyAB9++CF+vz/k4HK73fzhD3/g3XffBdp/kOm6zhNPPMHMmTMBuPXWW3E6nWKPpmkhxVtvvPEGS5Yswe/3U19fD5ibZktLixTpzZs3r93KBLqui7LHFVdcwbXXXiufU1VVhd1uDymmWLBggahcgBmNdrvdsqYef/xxnn76aTmIjxRqvBcuXMjpp5/OhRdeCJjruba2VigZyulbtmyZZEvcbrcoKIA59/PmzeOvf/1rh5Qb/H4/a9euFWd5/PjxVFZWymG0Y8cOioqK0HVdbNm+fTsul0siVE1NTdjtdj7++GOKiooA2i0P6ff7pegtLS2NXr16UVZWJmNXXl7OoEGDJCq2d+9e9u/fL8+7yiDEx8ezdetWAIYPH97u50x9rlLOUFklMAvflCSc+myXyyWUKfWM2Ww22auU0ko4nLNAICCHUCAQIDMzUxx3j8dDY2Oj7DeNjY3ExsaSm5srznO4HdZgVY0BAwbI5+i6Tl5eHl9++SVgOmqK6qYuHp3pPMfGxkrUbciQISJBqfaG1tZWKioqxEnsbIqE2j/69u1Lv379MAyDl156CTD3cJfLJbZ4PJ5OL7BSNhUWFsrlC+Czzz7jd7/7HatXrwbM9R0IBDo9Cg7mxa579+6SDQBTIen0008HTGnR4L25s6O8drtdLvDqbxUcGzVqFHv27AmJ/h5uRLW9UM9LamqqBDHAvJj269eP/fv3h0R+w1FY/lPQNI3k5OSQuWhqaiIvLy+kwByQi3VnwCoYtGDBggULFixYsGDhMPGLjzzrus4VV1wBmDea2tpaoSJkZGSE6CyDGXmurq4WWbS6ujpaWlqkgYl6n47YA2YxiaZpwmvs2rUrXbt2JTY2NqQ47emnn5bIXM+ePamtraWhoSFEYzkcKe5JkyaFNCHJzs4mKytLIn8q3awiGxUVFfTv35/q6mr5HWw2Gw0NDR2O/vj9fsaMGSP2lJWV0a1bNylQSkhIkAYhYHILd+3aRVFRkUTvS0tLiYuLk9R9R2zy+XwSAdA0jZ07d0phRdeuXUlMTAyJvr///vvs2rVLfmb//v1s2rRJ1lpLS0uHorwqWqpSWYqSkZWVRXp6ukQnVWTu448/Fg5rUVERNTU1IhsVExNDa2tru3miaq0q3q6KmpSVlZGcnCyc3OTkZLxeL/X19cLRr62tpVu3bhLxKCsrIysrC7fb3eEmKSraD2bkdvfu3dhsNomoJiQk4HK55JnesGEDtbW1Es3LycmRyLWK0ndECk7x0l0uF06nk3379sn7JiUloeu6rNXGxkb27NkjdCiv1yva4iqt2rZddkf2AJWlAZOmFiw9V1JSQnl5uUTukpOTycjICGnQ0lmIjY0lJiYmZI/2+/3Cc0xMTKS8vJxJkyaFRM06C6pBDPxQFJmQkBBSA1NRUSFRzc4uPGvbml1x0cEsNPP5fLKmgvnxnYmDrcP09HTWrl0bUtgcnN2INFJTU0XnXhV/q6L7cBXfHwnUvOzdu/egGvXRgGrEFryXaZrWKY3iDgcJCQmyHwajvdnbw8Ev3nm+9957eeqppwCzuvWmm26SwriNGzcyfPhwPB6PbEQzZ87kX//6l2hB+3w+bDYbhmFw/vnny2vtnbQHH3wQgKeffppdu3aJDueLL77Ihg0bGD16dEhDixtuuIG33noLMAtDWltbQwoGTz31VLxeb4cW9axZs3juuef49ttvAfjb3/7G008/zdq1a0Vv1+VyoWmaFOZ88MEHfPHFFzQ1NclY6LrO+PHjxf72PvjPPPMM8+bNE475nDlzeOSRR/jmm28AUyfZ6XTKRj1lyhQ++eQTiouLhZucmJiI3++XNJPL5WoXT9QwDObOnStz8Prrr/P2229z1113AaZyxqRJk0LSSWeccQbLly9n1apVgHmgpqWliQM1YMAAnE5nuw5XwzCEFvPRRx/x8MMPs3TpUgBmzJjB4sWL5fCuqamROVHO8tq1a9m+fbs4Qz6fj4KCghC1hyOBugwuWbKE5cuX8/vf/x4wndEpU6awZMkSwOSGV1ZWEggEGD58OGAW3m7fvl2cIVUJn5aWJk5tcLr1cMYGEAdLNUSZMGECtbW1HP3/2Tvz8Cqra/9/znwyzyFAIAmQQMAwTyIIKA7V64DFOrVaUevPoYqWirbVKtbWoVVx1gKitQ44FuuAWhWZERmUGQJJCMnJQObk5Izv74/37sV7QtDMufd6vs/jg5nOWWfv/e699lrf9V0TJoijk5OTg8vlkgtY3759pdMf6JSSQYMGSYEu6E6tcl6/D4pLrBAIBMRRPnLkiOwpKm1bX1+Pw+GQ36mrq5NOlqBfTHw+H6mpqfKcG+lSnYWRMhIMBvF4PEJp27p1a0gXy8GDB5OYmNith6haU1arNaTbq8vlYsmSJZLmBv3icfbZZ3fqMtoWKK1uo662ooWpy6ty7v/4xz8C3d+speXre71eoSiWlpYKxQ+QPaMnYSyQNnL8AdkbexqapnHWWWeF0NZAP1t7C1OnTgUIKR7sTXtAp5C0LB5UdKnegKJJGdHda+hHrbYRCASIjIxk8uTJgM4JXbVqlRyAqjOW8bCLiYkhPj5eFC7MZjOxsbHU1NTwwQcfALpz1BH4/X6JkEyfPh2Xy8W///1vQOdlWiyW42SWEhMTpYgpPz8fq9VKfHy8cNlWrFghhX7thXLmUlNTmTVrlkSQ//GPf0hU3lhIqWmaRORTUlL47rvvsNvtEhE+cuQI7733nqhMdAQej4esrCxOP/10cYQXLVpEUlKSOOkqCqfmLCcnh759+7Ju3TpxkPv06UN+fr4cGrNnz+7QYdbU1MSYMWOk2UpVVRX33HOPZC8cDgdRUVEh0bEpU6bQt29fPv74Y0Cfw379+smFbPny5ZJ5aC/q6+ulcnzChAlUV1eLlJpyatQas9vtBAIB5syZI47xu+++S1pamnC0N2zYwCuvvMKFF17YIQdEzdG8efPIzs4Wp3fOnDnExMQIXzU+Pp7IyEi8Xq9w2WNiYnjrrbekwDEtLY3Vq1fzzDPPyGdsj9qG2lzLy8t5/vnnZY5qamqYOnUqDodD5ikuLo7Y2FiJuC5evBin0ymFRYMGDSIiIoK9e/cyf/58AGbMmNEmtQ0I5e02NjYKD72yspLDhw+HXFT8fj+xsbGydmtqati9e7c4tOXl5SQmJhIdHS2RxbFjx5Kenh7SXbIjUBFvNY8NDQ3U1dXJWv3666+JiIgQDuuwYcOYMmUKCQkJ8p5d7SSqz+3z+aRpC+hqMo8//rhwwX0+H5MmTeK5557rkgLK74NScDF2WFVcXhUs8Hg8pKamivRiV0matsU2v9/PunXr5GxSlytlQ319fY82bDE2kpo6dWqIvKfZbMbr9Xb7hccI9d7fffcdY8aMOc4R64mC09awb9++VnnWyr6ebiRTUFAA0GqTlmAw2CuNbUpKSlptvNYR37Y9ahthznMYYYQRRhhhhBFGGGG0ET9q57myshKfz0dhYSGFhYVcfvnlJCcnEwwGpXFBy9tLfX09ycnJWCwWSRmqCPUrr7wilI+OoKysjObmZpqbm8nPz+eiiy6SSmClpAGEyD4dPXqUlJQUUlJSsNlsBAIBaeXrdDqlXWVHUFJSQklJCQ0NDezfv58zzzyTM888kwEDBoiShoq4KHuKi4spLi6mT58+wnG12WzYbDaioqJYuXJlh+0BvfK4urqagwcPMmXKFKZMmUJWVhZer1fGTtmjbNuzZw99+vQhNjZWfsdut5OYmMjatWtZu3Zth2/MhYWFlJeXc+jQIQ4dOsTo0aPJzs7G5/Ph8/lwu92S0lVRizVr1ogsWnJyskR90tLSSEtLE63YjuDgwYOyngsLC8nOzmb48OEMHz5c0utqfavIzvLly4mNjSU2NlYqltUay8zM5MCBAx0aH03TKCgooKCggMLCQg4dOkS/fv3o168fubm5Mj7KJpWGf+SRR3jkkUeIiIggOzsbl8uFy+VC0zSGDh1KWVlZyHi2FepzqzWqxigmJobMzEwCgQAej0foEMbn6LrrrsPpdJKZmUlmZiZlZWVomkZ6ejqNjY00NjZ2KCqlJPPUs3b48GGR7IuMjCQyMhK73Y7VahX7Y2NjGT9+PDExMcTExOB0OqmpqZGW4R6P5zjKRmcyjFarVcYhOjoam81GVVWV6HEHAgF5rlJSUkRCs7ug5l5ll5TM2vr166X5juLpDxw4sEd4oep5UXuOz+fjtddek33b7/djtVqFWtOT3FAVeX7ooYfEPrUnRUREEBER0eNtwv1+P/PmzWPevHmyNtUYqrntSahn64orrjjuWVE29XTUORgMcvbZZ7f6s95opa5pGqeccgqnnHLKCW3qaXs0TROaX0/jR8l5VnQEVdSlUqZZWVl4PB7eeustAK644gp5YNQD9eGHH/Laa6+JVBboDqzZbGbt2rUdtqmlVNC+ffsYOHCgcAnfffddLr/88pAFGgwG+eijj3j++ecBZBGVlpbKZqi4rO2F2+0mMzNTvt6+fTvz5s0D9NTt+++/z6WXXiqbnKZpBAIBcY4ffPBBkYlRqR673S6puvZCcdBUCmv9+vXMnTsX0NPYn3zyCT/72c8A/bBX9gB8+umn3HHHHdJUBWDv3r1ERkYKj7sjqKmpIS8vD5PJJOn8n/70p5SXl7Nq1SpAL/y02+0hfNtVq1bxq1/9SnjSSp7NqLnckY2orKyMk08+Wf72ww8/5MwzzxSK0aZNmzj33HOl6EVxMNetW8dPf/pTQOds+3w+kY1KTU2lqKioQ/YUFRUJZSgQCLBv3z4mTZokP9u5cyfTp08H9OIp5QgpLvLMmTN588035RlYt24dmZmZVFRUtPtw1TSN/Px8AO6++24qKyvlNa688kpKSkooLi6W5zopKQmLxSJrqKCggNzcXOGPl5eXU1tby5AhQ2RttschUmnXqqoqvvnmG9EArq+vJycnh8bGRtmnbDYbsbGx4gT6fD6qq6tDZOlUbYHa06xWa5cVyyj9eEA44Go9qKI9VdSUkJDQ5brOLaFe12w2Y7PZ5L3T0tLw+/0iq+d2uzn//PN7zOlR8oCgU8fy8vL46KOPQpqALFy4sMedDJPJhM1m47TTTpMaA7WuH3vssR61xWjPz3/+c0Dfl4wOq9Le70moNXLbbbcJL1xhwYIFPW4P6Db9+c9/5rLLLgv5/q9+9atescdkMvHss88ChFAvL7nkkl6zB3Qp2jPOOCPkZ2eddVa3v/+P0nk+EdfsyJEj2O120cX1+XyyGaqHa8eOHdxzzz3inKro9F/+8hd++9vfdtim1iqLy8rK5ECePXs2Xq835PfMZjN79uzhL3/5C4A0BNA0jfvvvx+AO+64o0P2tCxWU0ok6n3OP/98mpub5YA2mUxYrVYpjnniiSeIjIzE4/GIo3Dvvfd2eIwUb9rIi1OHpCoKUlxHu90uByvojs+SJUuIi4sTRywQCHDnnXd2as6ysrJEmF29V2NjI7GxscyYMQPQnaGIiAhZR3a7ncLCQtasWSNc9fr6eoLBILfeeiugF6W2pdmGEUo43tgCOzIyErfbLXM5adIk6urqhNNvs9kIBoMcOXJEij1SU1NDdHuvvvpqbr311nbbo6I4ak5UxkbZFh0dzYgRI4RTnJycjN1ux+FwCF9/8+bN9OnTR74OBAKcc845XH/99e3mIHq9Xh599FFAd9yPHDkiPLlAIIDdbqdfv37yuQOBQMi8NTY2snnzZnFY1ZiOHDmSWbNmAUh08YdgVILZv38/27ZtE8c+KiqKhoYG/H6/jJ1yDtVre71e/H6/FO3V1dVhtVrxer1yMVIKHZ2FMRqobK+qqpLnSBVHK156SkpKj0UNVSc6NZaqkY3KHIwYMYLRo0f3qLOq3ktlLhsaGmQeIiMjpStaT8JYxKieP9DH78orr+xxe5QtRt6/EarmoTfQWoZGna+9gdbsUcGy3kBre8rrr7/eC5Ycg3FNK6h6ou7Ej5q2EUYYYYQRRhhhhBFGGO3Bjy7y3NpNTkVKbr31Vvx+f6tajqq6fOHChTQ3N4fc5k0mEy+99FKHorwn4iJarVZuuukmiYQZNTjV32zdupWFCxdK9M5sNhMMBjGbzUI9ufPOO9ttU2u3S4fDwXXXXQfoka+WkWlN09i0aRMPPPAAoMt2Wa3WkGjcBx980CF7AoHAcdGjiIgIfvGLXwC6rrGK4oIeaQkEAkJZefjhhyVNb5TJW716NXfddVe77VGRLmP0RM3P7NmzaWhokPS5grodr1+/nieffJIjR46E6DrHxsaKTFpLRZW2QMmVGeWD4uPjmT59uqgRpKenh7yux+Nh3bp1vPTSS6Jrarfbqa6ulkj/gQMHpAVze1BTU0NDQ4OsTZPJRGJiomhbV1dXk5mZGRKlbGxsZNOmTUKv2bVrFw6HQzIemZmZuFwuHA5Hu1LxmqbhcrnkdZRqjFozMTExVFZWkpWVFdIVr7q6WmTyPv/8c/bt2yf2VlRUcNJJJ9HQ0BCiKtFS9/RE9ijJux07dlBQUCDUD4fDgdvt5ujRo6KKEhERgclkkmhvWVkZBQUFolmuOL9paWkhuuvG9dkZGPmefr8fs9ksUXGz2UxiYiI5OTlia1d1NvwhKJqEyqQUFRVJp0XQI5g9rTurPrfD4WDPnj0he+m8efN6nMurYLFY2Lp1a8h6OO+883pFHQH0dfPVV1+FfE+tod6AkepmhPFc6Q20jOr2hs60ES2j3j3JlT8RVEYRepZ33fufvBdgdHzhGP9r0KBBPPPMM8LVTUtLY/78+dx7772MHTtWftdms4XIuJWXl4cImLc33Q7HHF8Fv9/PiBEjePjhhwGYOHEi6enp3HPPPUI1mDx5Mj6fT/iIHo+Hfv36UVpayuHDhwHEmW4PVDGJEc3NzSLp94c//IEJEyaQmZkputQ33ngjM2fOFOc0KiqKpqYmsrKyhFN++PDhkEK1tsIogaMclMbGRuE13XLLLYwfP17aTT/++ONceeWVImdWX19PfHw8tbW1wmndv3+/2APtkyAy/o2aN+UMXXHFFVx55ZWiHz18+HCeeuopLrzwQgAuu+wyKisrSUtLk+Y2EyZMYMeOHeIMBQKBdm9KRu1b5UCXlZVx5513Stv4kSNHctJJJ0k795kzZ/LrX/+aI0eOiDRdUVER06ZNk8ui0hRub9FVMBjE6/WKM9rc3ExhYaFw5k4++WTKysrIy8sD4J133mHUqFE88sgj0u566NCh7NixQ2QAd+3aJZSF9q7pQCAgMnl2ux2Px8Pu3bsB3THOzc3l6NGjsj7Wrl1LRkYG7777LqBz5DMyMmRcJk6cSG1tbchza6QwnQjKoVXPSWlpKS6XS9aCaufe0NAgHPi+fftSVlYmX+/cuZOSkhJ5jtRzHxUVJZc4I/+2K2BMsdfU1MhrJyYmMmbMGJHW6ynH2Qi1F7tcLpxOpxQ0GRs79TSUFJvZbJY23Erfubfw6aefyv93tpi8K6CkXeEYBbG3sWLFipCvFTWqt6CkahXUpbW30LLgvzXKRE9D1RtB64G/7sKPznn2er3CW1TdlRRKSkqYPXs2L7zwAgDXX389WVlZLF26VBxsVeygDsqIiAj+8Ic/dLgQRPHzYmJi5HBXKCgo4NJLLwX0pim33HILubm5LF68GDjWoEXZoopn7rnnHu655x6xt71wu93Ex8fLga6gnI2rrrqKRx99lDvuuIPRo0cDsHTpUpqbm+VQdTgcOBwO4uLiuPfeewH43e9+16HincbGRtHkNW4eqrDshhtu4IEHHmDKlCmAfql4+eWXQwq5HA4Hqamp8jr33Xcf8+fP75A9KpKbkJAgc6aci7Vr17J9+3ZpkvJf//VfTJs2TfSkq6uriYiIwGazMWDAAECPbvzxj3/klltuATqmyVtdXU1iYiKlpaUhl8KVK1eyZcsWAG6++WauvvpqEd3/7LPPcLlcREZGirOenZ1NamqqROSvu+46KcBsTwe9qqoqUTdRtqjuigBbtmzh8ssvl0zFuHHj2LBhAwUFBfJ8qkpq1Szk+uuv54orrsBut8sm2ZaxCgaD1NXVye/W19eLOgToxbj79u1j6tSpcngOGjSIPXv2UFpaChxrqqOc/fT0dCZPnsxZZ50lFwu/3/+DkU51+VP7idfrpaKiQt4H9CLCESNGSPZi//79DBgwQKJOVVVVovADekQ+JyeH5ORkKTp2Op0hl+DOOJHG4j+l6KEichkZGeTk5IhtxkYhPQV1WUxLSyMxMVGCC73VfU0hNzeXQCAg0cPu7HbWFgwfPlyUfFauXNnj6hEtkZ2dDeiX4i+//LLXLjpGZGRkcOjQISkM7m2b+vbtKwXfxstPb0FlJMvLy0MuP70JdQ73dKOfH2WTFFXl+89//rNNr2O322WD1jSNXbt2SWHcueee26lNSI3/1VdfzUsvvdSmv1EHlc/nQ9M0cY4OHjzIeeed1+mIk6ZpXHfdddJq+0Qwpqnj4uJCJLLWrVtHQUFBSHONjm5EwWCQm266CYDnnnvuhL9nLGpKSUkJKQ789NNPKSoqki6QNputw/Om1sJtt93G008/3Wpq3KhG4Pf7JbLrdrvx+/28+eab0hJ79uzZIVSEjoxTc3Mzd911F0899dRxnZ+M6gSqiBP0w7SxsZFAICBdNisrK7ngggvE8VDyce1FfX099913H88884x8bmWD+tdms8llxuPxMH78eJqamuT9brrpJmAWaagAACAASURBVOrq6kLaGauLa3uzO6WlpTzxxBMALFmyhKqqKnkNi8WCw+EgIiJC5ikQCJCXlydz63A4OPXUU8VpnzJlCvHx8TidTiniNRbWfR+CwaBcTJcvX87bb7/Nrl27gGNFh3FxcXJpGDJkSMjFz2azkZycLNFeJVUZGxsre0NkZKTIaSrbOgLV+EPNX2lpKfn5+fJ6SUlJ9OvXTygmah33lJSWpmlSOLxq1SrMZrMU67a1YU13wO/389prr+H1erniiiuA3nXmNU3j2WeflYDRb37zm15PuStVjaNHj/LQQw/1ujMPela1tLRUAlS97TzPmzdPsshvvfVWr9ujOgjn5+fLBaO3cdlll7F7926hPXYG4SYpYYQRRhhhhBFGGGGE0Q34UUaeFWJjY4+jbhhhNptZunQpDzzwAO+//z6AiO53xw0wKSlJGg+0BovFwuLFi1m0aBGgR84zMjJCIl/tlRQ7ETRNo2/fvoCeomlNON5mswmH9aWXXuKJJ56Qtp3R0dHSsrsr7FERv8zMTEpKSo5rAqEE/0Fv171ixQqhrmRlZREbGyuNJtTvdxZ+v5/hw4dTUFBwXLRXRXViY2N58MEHRff55ptvJjMzk4SEBEnxt1Xi7Ifg8XiYPHmytP/1eDwh4x8REUFKSopQMrZv386ll15KRkaGpOEjIiLw+XydLrTSNC2kVfiOHTukGQog0VXV1nnu3LkUFRVxxhln0K9fP0CXr4uJiZFIuXruOrKe/H6/cMpvvvlmtmzZIrQeTdNwOBykp6dLKnnmzJl4PB7RTk9MTJTGNqDTh2JiYkKK6dpDa1GUkeLiYpYtW8a6desAPfLv9/uJiooSDn9WVhZZWVlC80lOTiY6OjpENi8YDIZI6ym7jLUCbYXxWVfyZiq6W1BQEMLJj4uLIy4uTor2lExkT0WeVZMZ0NdYQkKC7EFOp7PXopler5dNmzYRGxtLbm4u0Lu0jWAwyPr162XNjBw5slcjvZqmSUF3REQEo0aN6vWoKsDGjRux2+1Ss9Lb2Lx5s8yTqrvqTSiqZDAYZNy4cb1sjY5t27bh9/sZP75NAePvRXsizz9q5xn0h1gd1n/961954IEHpHnF4MGDe7y6Vc1HRkYG999/vzjKS5cuZciQIURFRfX4JhMIBBg6dKg4XUuXLmXRokVkZ2eHqG70lF0+n49x48bx61//GtBT3/fff79ozSYlJfVoB6bm5mZmzpwJ6A03Vq5cKVqlgwYNok+fPiF0ha66ULQG5bQCzJkzh/PPP5/169cDcM0115CZmSn6xkonF7pv7tSlory8nFtvvVWKuXbv3s3s2bPFIRw4cCBWqxWHwxFSRNtVdhmVJ5qamsjPzxeqSm5uLuXl5UyaNEloG+np6dJ9Tf291Wo9zuHoqH3q8ufz+aiqqhLaxoYNG7BYLPj9fnGeBw4cSGpqqjg+MTExIZQMo6NstKczVA1lo9/vp76+XniXNTU1IR3pYmNjpRsihNKhunONw7FmMarAdPv27QwcOJBTTz1VbOtJDramaXLR27RpE8uXLyc1NZXbb78doFf2btDncd26dTz00ENC9XnhhRd6jUaiaRpr167lhhtuAPQL2Oeff97jyihGqMvrxRdfjMPhkABEb1JbNmzYwNlnny02lJeX9+qFZ+PGjXLOmc1m6urqetUe1chr6tSpmEymEBW0jiLsPP832uI8hxFGGD2D79treoofa/x/FQU3Ouvq/7tbNUK9j3Lq1SXD7/eLNKPxYqO69qmvf8i2zthudJ49Ho+0R1ffczgckqlQ7biVrT0xbioK/u2337J06VJRQElLS+OMM86QJldpaWkh49ad8Hg8bN++nV/+8peAzgm12+0MGzaMp59+GtAjhz3ljAUCAblUTJ06lZqaGkwmk2QIli5dygUXXNBj0nlqTRUWFjJ06FCR+wR9zTz88MPSwbYnHTKXy0V6enpIJtNkMoktf/vb33r0wlNVVSXZrZb75aWXXsqrr77ao/aoQExLaVqAGTNm9ArvuampSQIJRgwfPpydO3d26rW7jPNsMpmWm0ymhE5ZE0YYYYQRRhhhhBFGGP9H8EPX4IuAqSaT6XpN097vCYPCCCOM/5vobU5jS0pDb6YcW+qWq5S1+re9Y9WVVCCjCklERATp6ekhTX8sFovwd7ubovF99r3zzjusXr1apCOzsrKYPn06ffr0AeixqDPokecLLrhAGvCobILVapXmHz3ZIKW5uVlkRJUWr5FWctJJJ/Xo+lfvO2jQoOMiqoFAgOzs7B5/Hj0ej9T1GKFpmkQ2e3Jd+3y+723K0hW0hPbA7/e3GnFWUGu9p6CyA61FnYHjpHW7G99L2zCZTFOBF4FBwEvArZqmnbjC7n8YwrSNMMII438TupMP31H0Nt2mJYwNW/x+v1BeVIFgbzZGUR01y8rKGDBggDQJ6g2ocSorK2P16tWce+65wk3vTZv279/Pk08+yZ/+9CcAkTnsLaxZs4YFCxYAuua7amrTW1ASur/97W9Zt24dmZmZvWoPwP33389DDz0k3PCRI0f2qj2/+tWvePHFFwG9X8H06dO75HW7lPNsMpkigIeBG4HDwDWapv2n01b2AMLOcxhhhBFGGGGEEUYYP4T2OM8/WL2gaZob+LXJZHobWAp8YjKZngc2nOD3X26PsWGEEUYYXYmeiN625z1UcZTFYjkuiqsKBlt7LfU91SnQ2HrWWNyofkd9H0Jb2re0t7ebY4QRRhhh/G9Hm3dRTdO+/G8axzbg+v/+zwgToAFh5zmMMMIII4wwwggjjP+TaLPzbDKZTkOPPCcDLwDru8uoMMIII4yOorUo7g9FilXktmW0tuXrGn+vrdFnYwS5tddtrVDK2HTHYrGESGkpmb2WkWmjljXo0Wfja/9P5FOHEUYYYfxvxA86zwbO8w1ACXCWpmmfdrdhYYQRxo8PRuevpdPZEcdPOYxtdYqNCAaDId83OqItaRHfZ5+RStHy/UwmE36//7hOgH6//7j3M2pBWyyWEG1lVYlv7GJnVHfoTHOeE1FNTvS5W1JKwg57GGGE8X8N3+s8m0ymKcAyYAjwD+AWTdNqe8CuMMIIo5vwfY5NT0YnW0ZJW7OnZfS0vfg+p7m1pinq930+X6vNSJTsl9VqxWKxtMk+Y8S55d8EAoGQyLJyjFWzFNDl69xud4izbITH45HmJOpvFEdavY/6fO2VS2vpKLd2GWltDbX2ddiJDiOMMP6v4Iciz18BlcBsTdP+1QP2hBFGGGGEEUYYYYQRxv9Y/JDz/C5wg6ZplT1hzP8GNDc343Q65WsVOeotuN1uIiIi5GufzxeSuu0pqIiU0jmNjIzEZDLh9Xql8UNP2gLHIl11dXXExMRgMplobm4GCJnDrn7vljSAlpHempoa4uLixD61projMmeMpqr/b6naUFlZSWJiIqBHNRsaGkQPtisbF2iaJpFbFV01RmDV95X4fkpKClarVZpgREVFtan9c1v5zeo9m5qasNvteL1eeZZVi2z1dVlZGX369JHob319PREREdhstuOi5i3/bdn+2zgn6hkx2lZRUUFUVJSsVTVm6n3MZjNut5vo6GgAbDYbgUCAYDAY8uwb6SDK7h+SJm1tnIw40bi2ZU7CEegwwgjj/wq+13nWNO3injLkfwr8fr9s8haLhfr6ejm8APr06cOAAQMoLS0F9EP21FNP5ZNPPulyCSijs6FSvrW1tSH2pKenk5ubC8ChQ4fwer3Mnj2bV155BaBLHWk1LupQt1gsHD16FDhW4KS6aU2ePJkdO3bQ3NzML37xCwAee+yxLm0aoJyJpqYmNE2Tz1pWVhbiOIwePZpzzjmHTZs24Xa7Abj++utZsGBByMWjKxAIBKirq5OxcjgcFBcXhzhQM2bM4OKLL+brr78G9AvQjTfeyOWXXw4gTlFHYXR6vF4vFRUV8nVUVBSHDh0C9PmzWCxcfvnl/PznPwdg27ZtBINBmbNTTjmF+Pj4Djs8yhblKKvxP3LkCAAxMTGAvnbtdjs2m437778fgEsuuYRdu3aJA/uTn/yEjIwMUlNTj3NQ22KH0Wn2eDziuNfV1XHkyBFMJpN01CouLsZut8v6eOuttzjvvPM4fPgwoF++cnNziYyMlI52LZ+11jjRRuoG6PMTDAZpamoCdEfZ7XZTXl4uz5S68Kjf6du3LxUVFdIdrampCafTGbJuoqKisFqtIZQRm83WLicXjud9t6R/KApHazSOlsWVxtfoze6OYYQRRhidxQ82SfnfjI42SVEH29GjR3E6nXz66acsWrQIgK+++iqkta/ZbMbn85Gfn8+gQYO6zvgW8Pv9lJeX43Q6+eSTTwB46aWXWLlyZUh0yWKx4Ha72b9/PwBDhgzpMhtaOmUlJSUSwf3ss8947733+Ne/dHaP2WzG4XBgtVqprdVp8nv27CE7O7vLIk/GCGpzczNFRUWAzhH94osv+PzzzwHd8bHZbEREREgUvLy8nO+++46hQ4cCXRcNU1zZhoYGAA4ePIjdbmf16tUAbN68mbfffhuHwyGOY2RkJPn5+WzatAmAYcOGdSqbYZwnY0vX8vJyCgsL5ZL39ddfc+DAAd577z2xJTU1laioKL755hsAVq5cSW5uLhaLpd0OT2uc5urqakBfq4cOHZJLKMCuXbuorKyUsUpJSSEpKUnW2ObNm3n++efJyckRR7Utl0Nlh7p0mkwmfD6ffP/w4cNYLBb27NkjmZNAIEBxcbF85v3795OQkCAOqtPppLCwkGuuuYYBAwbI9yIiIkIce1UQqL422gHQ2NhIMBiUcTGbzRw5cgS/38/evXsB/QJms9nEtoSEBDwej8xjc3Mz8fHxaJomz3t8fDw2m42EhAT5PHa7HbPZfMIxU46zmiufz0cgEBAHH44FF9RrGKPzcGyebTab2NcyqKB+v6sc6BOdYa1lIMJR7zDCCONEaE+TlPD1P4wwwggjjDDCCCOMMNqIcKspA/x+P83NzaxYsQKAsWPH8uijj/Lqq69y5ZVXAvDNN9/Q2NgofEn177Bhw6ipqQEQvmhn4fV6JYK5YsUKRo0axQsvvMDrr78OwBVXXEF8fLxErYzcSdV7vqysTKKKnYXH4wGgqqqKf//734wYMYJXX30V0KO7l156KampqQC4XK6QCBvApEmTKCgoIC4urtO2aJomkTiXy8XKlSvJzs4G4N///jcrVqzgoosuAiAjI4ODBw/S2NgYEu067bTT+PbbbwFITk7ulD0q4lZbW8uhQ4dYs2YNoNNq1qxZw2effQbA2WefTW5uLtu3b6eyUi8lUOn1iy/WWVL/+c9/JCXfGfj9fsrKyti9ezcA3333HQkJCezatQvQ1/LkyZOZOHEiq1atAvRIeUREhHye3/zmNyxevJiMjIx2v78xXa9pWkh2YPPmzZSXlwstorS0lIKCArKzsxkzZgwAX3zxBRs2bBA+tt/vZ9GiRfz+97/vUJbHyGcOBAIy/ocPH2bNmjWYzWaJctfX11NbW0tSUhKgZ3A2bdokNKX09HQ8Hg8rVqzgZz/7GQCDBg06TobOCEWBCAQCsg5VFFyNt8vlory8nDVr1tCvXz9Aj04buerBYJDExES2bNkinys1NZXq6mqJCDudTqKiokKissb3NUL9TjAYxOPxyJ5TW1tLQ0MDLpdLeOher5e+ffvKvhcXF0cgEKCkpAQ4RukaMmSIRJxzcnKIj4+X8TfWBbSHdqPGz6iBreZS2VtZWSlrbN++faSnp5OXlyfPd1xcHA6Ho8tpIy1rHTRNw+PxUFpayoYNejPeDRs2MGvWLKZPnw7oGQWHw9Fj0XDjmv/oo4/46KOPuPbaawGYPn260Lh6Cmqs6uvref311/nnP/8JwMKFC5k2bVq7qVldhaamJl588UUAnn76aRYvXszJJ5/cK7bAsXP3mWee4W9/+xvvvvsuEyZM6HE7jPD5fDz++OM8+OCD/Oc//wF0emRvIRAI8OCDD/KXv/wFgE2bNjF8+PBufc8wbcMAVSSkUF1dTW1tLX369JGDKy0tjXHjxpGSkgLAv/71LwKBADabTQqbuqoYTVEAQH9oy8vLqampoX///oB+2GVmZjJ16lRAT9W++eabeL1ecUoqKyu7xJlXhwEcS7eWlJRQVVUFQGZmJoFAgLy8PABmzJhBXFwc//znP8XJjYuL4/Dhw13izBs5oGazGZPJREFBAaB/5iFDhsjmPHXqVGbOnEl8fLxsitXV1fTp00ccS5Xe7ijURaG2thar1Srztm/fPo4ePSr0EE3TmDNnDqeeeirx8fEALF26lOLiYrKysgBYu3YtaWlpHbZFfW63243L5RInxmw2s2/fPsrLywHIy8vDZDIxf/58xo4dC0BiYiLLli1jz549gH6BfO2118jMzGz3wWHkzwaDQSorKyksLBRbbDab0IuOHj3K6NGjsVgsPPPMMwDk5uaSkJDAu+++C+jOx8yZM7n33ntlY2zLYW/kXcMxOoKa+wMHDmAymYiKihIudnNzM7m5uSG0pD59+sjFb82aNWzZsoXJkycLV3306NEhzpCibRgvkcp5Vhfd+vp6qqurxenctGkTBQUFWCwWuTQ0NzcTFRUlFxiTyYTL5QqRoSsoKKCqqorBgwcDMGXKFIYNGxbCgzaZTNjt9hAahXGO3G43lZWV4giXlJSwYcMGCgoKZOxiYmJwOBzC846JicFisci8+v1+oZQoe6dPn85JJ51EVFRUyJy1JgXYEkZta5/PJw4y6DSfLVu2UFxcDOjcdZfLJZ+nrq6OqKgoYmJimDRpEgA333wzAwYM6HQtiHFdq3/r6+v54IMPAD3YsXXrVrl0qM8QEREhe82VV17JggULuq14WY3d7t27eeCBB/j000+FQqfmXa2FxMRE7rzzTm655RagawuFjdA0jaqqKm655RZ5rlUdhILZbCYmJkaokldddVW32KLQ3NzMDTfcAMArr7wScjlTUOfp66+/zvnnn9+t9qj3v+mmm1i8eHEIPVFBrd9PP/1ULmPdiWAwyG233caTTz4JtE6VslgsbNiwgfHj28R66BQ0TWPBggUAPPLII63+jtls5rvvvgNosyPdHtpG2Hnm2AaYk5PDuHHj2LZtm/zs66+/JjY2Vhw1TdMoLi5mxIgRgO5wqw1IRcMUV7Ez8Pv9jBw5UiLIu3btwmw28/nnn8vmqyJEqohpzJgx+Hy+kKK83NxciVB1Bh6PR267J510Evn5+VitVt58801Av1SoywNAYWEhp5xyCm63Ww5NTdMYO3YsX375JdC5W3xjY6NsGkOHDqWkpEQ2lOeee46MjAyJEprNZgoLCznrrLPERuUETZ48GdAPu87Yow70Cy64gKysLLlUREREcN9990khpcvlwmazUVRUxGWXXQboXOTU1FTZkKZMmcI//vGPDh9g6nUOHjzItddeS3p6OqDPodPp5MYbbwT07ERxcbEUNQLMnz+fgwcPMnDgQHm9CRMmsGjRog45HEbnYuPGjdx3330AcjlQF6kLL7yQcePGUVBQIN8rLS3lueeekw1w8ODBmEwmhg0bxt133w38cJbH6BwaC149Hg/vvfceAB988AHR0dFYrVaxa8yYMYwdO1aerYSEBEpKSiSDUFBQQGpqKjabTTjPv/jFL+RSDcecQ+UoG7nW6ntut5uioiJxsr744gtKS0uxWq3Czx82bBj9+vVj2LBhgJ75sdvtEmF1uVy4XC6io6PlWRs4cCCTJ08WJzcYDErEtaXzrOaopqaGb7/9Vvju3377Lbt27ZKMGugR5QEDBkhmJCMjg2AwKPbv2rULv99PU1OTXPIvvPBCxo8fL8+c8TL3Q3OnLh719fWUl5ezevVqieRu3LgRTdNkDQwYMIDGxsaQ4svi4mJMJpPszffccw/Tp0/vtPMcDAYJBoNy6SkoKODuu+9m+/btgL7G4uLiKCsrk7k2m80hXPXRo0fz0UcfSZFqV0GtrwceeADQa2Oqq6ux2+0yl0rxxVjIPH78eNauXQu07VLaXptAf9b+3//7f1RUVMh7tHSeQX9W1HmzYcOGbov47t+/n+nTp0tAwVij0BrGjRtHR+qo2oqamhoRAFDP1Pf5aGPGjOmS8/1EUOs7MzMz5CJ4IowaNSrEf+oO+P1++vfvL3P2fVDBPJVh/iG0x3kO0zZAaBpvvPEG559/vkRyFy9eLAe5unlqmobb7ZaHOS4ujrq6OiwWixysnYF6UF599VWee+65ENWDp556ioSEBHnv6OhogsFgyOaclJREVVWVbNDLly/vEpuWLFnCn/70JwBuu+02pkyZwiOPPCKHs1IqMDpLZrOZ/v37S1GYw+Hgqaee6vRGGAgEePbZZ/n1r38NwIMPPsjkyZP54x//COiHqBoL9fugHwiK2nHo0CEiIiL4wx/+0ClbQE9lP/300wBcfPHFLFu2TG7ft99+e0gKW6W8lboD6NHdHTt2SJTwuuuu67AtmqZRX18PwPPPP8/06dP5+OOP5X2uuuoq2VDsdjsDBw4kEAjIRmQ2m5k+fboUL8bGxnL22Wd32B61HoqKinjjjTfk0rl9+3by8vL4yU9+IrZFRkaSnZ0dUlyoaRqnnnoqAFu2bCE+Pp7hw4eHOMQ/tJ5aqj14vV7WrVvH+vXrAZ2y43K5yM3NFQd11KhRJCQkSFRQyTAqh2/kyJHs3bsXm80mh10gEJAmJ2os4Zgjop4JYwMUn89HVVUVX3zxBaCrkDidTvx+v4xVcnIyOTk54piry7HKBFVWVgp9SzmOKSkpBINBcUwcDkerh3DL7EB9fb2osXzzzTfU1tZisVikEHHixImMGzdOvo6JicHv98sF5+jRo+zZs0cUTZR9qlhRvWd7L4Zmsxmv18uhQ4ckMt6/f39Gjx4tUeW8vDy8Xq9ckJcvX86XX35JUVGRBBq8Xm+XRFVV0bgaux07dmC1WrnkkksAnaI2ZswY9u3bJ/Y+9dRT7N+/XzJxan13BxobG0VlZ+7cuUyaNImRI0fy1ltvAbqazJIlS2SsAoGA0P+6A2q9b968mXnz5jFu3DhZ3/fffz8lJSW8//77wLGiVBX86C5omsaqVatCMlnDhw/nqquukkzKjh07QuaoO8cI9PF5/PHHAd1hHTZsGNOmTQOgoqICl8sV8vvGi213QGUgly1bRkpKigSBhg0bRl1dnTxXPWUP6Hvk22+/LZfOwYMHk56eTlNTUwh1FZBMS3cgXDAYRhhhhBFGGGGEEUYYbcSPPvIcCAS4+uqrAVi/fj0HDx6Um2ZhYSHp6elERUVJdOuVV15h0aJFcpNWmr5+v58ZM2YAeiqoo9ENlTK6/fbb+eSTT4SXCTo302azhXCG33zzTV544QVAj2JVV1cTDAYl3Xn++efz3XffdSoN5/F4WLhwoUSxt2zZgslkYu/evRIFUxFxJVX36quv0tzcjMvlks8UCAS46qqrJKrZUV3sxsZGHn/8cYn2fvHFF1gsFqHLREZGhmgBf/zxx7zzzjs0NjbKTdnj8eD1evnNb34D6EV6HdWgrqio4KWXXgLg97//PW+++aak3A8cOEBMTIxQJ8xmM5999hkrV66UqE9NTQ319fUSJXzwwQeZMGGCpODbA03TOHjwIADvv/8+c+fO5bHHHgP0KHJ+fr5waQcNGoTFYmH16tWSrnW5XJSUlAgNpa6ujpdffpmpU6fK37UHKoq8detWVq9ezTnnnAPAjTfeSN++fYUWUVJSIhJ0KiK8fft2XC6XREKLioooLS3ls88+k2i0kV7yfTC2rvb5fGzdulUKJ8eMGcPpp5/OkCFDJFJRV1cnsn2gR4QOHTokkaeCggKKioqwWCzCXZ80aRJJSUknfPZVlNxsNsv6aGxspK6uTmg+ZWVlDBw4kOHDh0vxbWJiIlFRUfK6CQkJbNmyRebI6/Vy5MgRGhsb5Vnr168fpaWlEp2x2+2tRuiNvGOn00lycrJkLpqamrBYLCQkJAi96eyzz2bw4MEyLlarFbfbLe/j8Xior6+noaFB9ik17kaKQFuyT0YZPCXtaLVaJeo9c+ZMZs6cKe+tMgzquRoxYgQrV67E6/XKs5WVldUllISWxWwjR45k4sSJQuFRe1t6errM09atW9m7d29IU52OPONtQWRkpHBBjefXzTffDOhUv++++06ypZqmSROi7oB63T/84Q/H7fuLFi1i9+7dQnlR+5fKtHQXZcNkMjF37tzjntcVK1bIfnjBBRfIswl6NLg7cfrppx/3edW4vP3221x55ZUhNBcVve8unKgIsLi4mMcff5w77rgjhOaiskDdiYyMjOMK2Kuqqrjjjjv429/+Bhzba2bOnNltdvzonedgMMgZZ5wB6JvMtm3bZMGkp6cf15nrb3/7GwcOHJD0bkFBgdA4FD+oM2lBddCcdtppxMTESCONiRMnkpmZeVzjg2eeeUZSpmPGjGHPnj0hqRS3293pDdHv9zNt2jQ5pNauXcu0adMYPHiwcAcVd3LZsmWA7mxMnTqVbdu2hWjYNjY2dtoen8/HySefLLSML7/8klmzZgklw+FwEAwGZSyXL18ule4bN24EjnWVUynUjnIgFS9z3LhxgN5EZ9WqVZx55pmAzqN3Op0h6iwffPABX3/9tfzO+vXrqampkXFpamrqVDMZtZnl5eWRmpoqn3nWrFkhRXB+vx+/389XX30lnLBZs2axadMmKZxzOp00NTV1qOjUyKe1WCzk5OTInO3fv5/U1FRJlzocDnw+H36/Xw6LnTt3Mm7cOLZu3QroHP/k5GS8Xq/wZ9tK2TAW3aiunMrxTk1NpaqqikAgINxYi8VCc3OzXEILCwspKCiQv9m5cycVFRX0799fDrPY2Njj+MRG+1Sa31h8q5rYKGdaNWGCY7x8dRFU89rU1ERdXZ2k5b1eL42NjXg8HlnHlZWVIbzpE9EDWmrWJZ2S2wAAIABJREFUOxwOeV+n04nX6yUnJ0fStf369ZMGLOp1lQY96CnV6upqKfqCY4WpxnFpK5RtdrudxMREBg8eLGto5MiRREZGHqczrZ61w4cPU1ZWhqZpUrCrinK7AqoAE/SzwmazhRRDKvtVKvnQoUM0NTXJz66//voub6yl3ttms4VocRt/Bno6Oz8/X8bKZDKJilN3QL1va3u/2WymtLRUzgm1PrqCBvlDaO2sNplMsh8qGpTCypUru9WeE11wQed+t6QlKMppT8NkMrFhwwZZPwpvvPFGr9mzevXq4/YW5Y90B370zvOQIUOEk/b3v/+dCy64QAj4LpeLjIyMENWLmTNnYrVa5eFSP9M0jdNOOw04vmV2e6D4kyUlJTz11FPCeV6/fj2lpaVkZWWFFCBNnDhR/vbrr7+mubk5hIt36qmnUl9f3yGFC/Uao0aNwuVy8de//hWAW2+9lbPPPpsDBw6Iw6qacShnyOfzsXbt2hBnWdM0pkyZIptkRyOZU6ZMoaysjIULFwLwpz/9iYsvvlj4Wbm5uSG384yMDJqbm1m1apVEEex2O8FgUFQmXC6XSIO1Bz6fj3PPPVech/nz57NkyRKZt127dpGXlydOuvrcOTk5fPXVV/LeERERshENHTqUgoKCDjW4aWxsFPmpqqoq5s6dy0cffQTAtddey86dOxk1ahRwLGtitVqFu75+/XoKCgrkouT3+xkwYAC7d+8WCbm2QhXXgj5HjY2NEnn+4osv+OUvf8mBAwcA3alRWRN1+YuJiWH79u3yO0lJSXi9XhITE8WhnjFjRqsHTstN1Oh8bt68mffee0/W5fjx4zl8+DBZWVkyjwMGDKCurk6eNbVmlTpIYWEhKSkpIReLTZs2MXDgwBAZOqMtRn6xcmwaGxspKiqS6LoxUqwibyqyq8bF7XZTU1MjUfLa2lpqa2tDWnrbbDa2b98ukTKn0xmyL7QG1flQRW6VjQkJCZI5sdlsIV1YNU2jurqaffv2AbrDWl9fT1RUlDiqFoslRGFE8Z/bGn2GY+os8fHxEq2Ni4sLCSYozrlaL7t27ZILhapjUc5uV8H4GYy8bjgm/adqDnbv3o2maXI2/PKXv+xSW1qipWOo5CJBr4eoqKiQsYuMjOzShlotcSL5RtAd1D//+c8hQR8ltdgbaGxslKi9cc1Cx7OlnYEalyVLlkgQQNnTW01/6uvrWbFiRch+0pXdjNuL2tra4wo5u3uuwpznMMIII4wwwggjjDDCaCN+1JFnt9vN4cOHRfotLy9PoqWgpyhVK1p1w3r++eeJi4sLafXrdDpxu92SGuxo1Lm+vl7kp5KTkzn55JP59NNP5WdK+skYPXn++ecljamizpGRkXJbHTRoUId1lVWUtqioiJSUFIkavv3221RVVTFgwAAZF6fTiaZpLF68GNBTzQ0NDVitVnn/6upqBg4c2ClN5SNHjlBUVERqaqo0rvn73/+Oy+WSlHowGAxp9LFs2TL69u3L0aNHhQ6hZKRUtLmjusoHDhygsLBQIrd33nknf/7zn2UelZSXiqIEAgHeeOMN0tPThRoRERFBUlKS/E1qamqHuHWaprFt2zbhEffp04enn36a2267DdCjpv3795dxUUoJH3/8sYzD/v37iY2NDaFXJCYmSkakPbYEAgGJBpSXl5OcnCxRuMsuu4x9+/bJuAUCAeLi4mhubhaptLi4OFHYAJ0DuXPnTqKjo0Ux5ERqGy2jvn6/P6RlelNTk6zLPXv2MGPGDA4cOCASbIFAAIfDIdkAJc2oPk9KSgqRkZHs379fItgjRozA7/efMOJhNptFS15Fd0tKSvB4PLIuVfOf7OxsiUanp6eLvB7oe0FNTY2klI8cOSL0BfU6DQ0N0sYbjil9tJY2by26C/r+19DQQCAQkDUVEREhWs+gR5v27t0rVBulFjJkyBCJoivObcs5aQ9MJhNWq5Vx48aJLXV1dSHa/E1NTVRWVkrdxSeffILX6yUpKUm0grs6UmeU3VP64XBMueTjjz9m6dKlgL6GNE2Tfaqrmle1hpYNW5QKzz333APoVDajMsL48eO7TdtZ2aNgbI4CupTh2rVrQygJF154YbfZ0hqUTY2NjYwYMUIyZmqvVFzxnkZTU5PszWq8AOH29jRU5iIpKem4Jmi9RSHxeDwkJiYep4fdnZKC8CN3nj/66KOQw/eCCy4gPT1dDtnWxMkbGho4+eSThW+odJ4tFgsvv/wyQIflz9599115T7PZzDnnnCNOVF1dnXTYUptcMBikurpauLMlJSX4/f4Qvtvy5ctFwq29UBw49RkVLWXIkCHCETUWAQWDQZGlu/jiiyksLAzhYUZERPD++++L1m9H8Nprr+H1erHZbFLENHz4cMrKykIKk4yHx4EDB7jmmms4cOCAXIyUU694dYoC0l688cYbeDwecY5POukkRo0aJY6x6h6nxsDv97Np0ybmz58vBWuK76wc1vXr13foINM0jX/9618hHNysrCzh8B8+fDhkzmw2G16vl7ffflvSlAMGDKCiokKcgn79+rF9+/Z289TV+K9evRrQn5shQ4ZIEdzIkSNljODYhaehoYH7778f0Ndubm6uHGQWi4WsrCzy8/PFeWsr59lo/969e6murpaik8jISIYNGyZrF/R5S0xMlPUyZ84cvv76a3Hai4uLhcet9E9jYmLkOVD2Gm1UDmwwGJQLcGRkJLW1tUILyczMxGazkZiYKPPY3NxMZGSkOKPqIq3WiCqEbUkb6NOnj9jg9XqFqvR9cxkfHy97TklJCcnJyWRmZopjU15eTlVVlVyAnU4nBQUFYr/NZiM6OppBgwbJhcvv9+N2u0NSzW2RGDRC8XiNBZlms5mKigo5xD0eDwUFBeJcq9877bTTQooKuxLGYkt18QF9zg4dOsSuXbtEck19blXo3J0pdyNFx+Px4PP5pOhV2WfcI9WFoyegCto/+eQTQH+WWp616iztCaiLPuiF7g0NDcdd8BRlsafsUf8++eSTxzmp0DvOvKZp3HvvvUDrvlFnJE07ag/AvHnzWr2QK3pid+FH2SRFHUoti6DefPNNzjvvPBHhnzZtmmzAii/5l7/8hZ/+9KfHVbmaTCZ5vZbah22BsTpd4fXXX+e8884DdD6zsWUp6Afiww8/LB2PjJWx6oCMjo7ukPZidXX1cZxk1T71vPPO45tvvgkZH9A3ZLXJ/OQnPxE+ttFZi4uLk4tHe6Acm379+smm/8orrwD6Q7tjxw6mTJkCHKvmV/OwaNEizjjjDE455RR5PU3TcDqd4gQYHbm2Ij8/n+zs7JBDaNmyZcycOVMqxidNmoTFYpF5O3r0KC+88ALTp09n1qxZwDElCKXznJSUJF3v2oNt27YxYcKEkMvV4sWLpQLa5XIxfvz4kMhocXExr732mozdhRdeGNIVLz4+npSUFLZt29Yuhz4YDLJ69Wr+67/+C9DXo9/v56mnngJ0nVCPxyPOqBqj3bt3S7Zl9OjRIUVVDQ0NJCUlkZaWJgdvW9obK66net3bbrstRJFm4cKFpKWl4XQ6haerlB5UFHz37t0MHDhQ7I+IiMDlcpGWliaO2bPPPktiYqLYq55BtXeoNeLz+eQZWLduHW+//bY4XV6vl5/+9KdER0dLS+no6GiJCoNerFhZWSnzsX37dhwOB7W1tVLs53A4mDNnjvBYExMTpaCtpfNs5Aw3NjbKZ968eTO1tbXEx8cL5zklJYXGxkbpZNjc3Mz777/Phx9+COiO/PDhw5k1a5asu9TUVKxWq4yTsqMjzqMqcgV9H/f7/RKRs9vtrFmzhrvuugvQn+mEhARWrFghDTe6M7pqbBXu8Xhobm5m4cKFPP/884A+7yrjBXSqKLg9CAaD0rhGOTiqiFhd+uvr63uUPxsMBmXNDxkyJKThhcrk9iTUM9DU1ERKSkrI+6sgQ2/A7XYfp1pjtVpbdah7AiryHBkZKWPWcp/raajmX0aoLF970Z4mKWHOcxhhhBFGGGGEEUYYYbQRP0raxomqeLdt28ZFF10kEdNAICCRChVNOnr0KDfccIOkIFW73Xnz5nUqtaMiRgomk4kdO3YwZ84cQOek+f3+EL6zareqIi2RkZF4PB6CwaB03ztR3/cfgkqvK5jNZlGz+NnPfsbYsWNDWoGbTCYcDodEgR566CHi4uJobGyUG+CNN97IQw899L2V1yeCsRJcKUQo5YM5c+aQl5cnt3GlLKDmuampiWeffZaUlBSxz+Px8Ktf/Upa2KqUenug1omiHIAuRzVnzpyQdLlRTishIQGv18vrr78u0byamhrcbrfwMv/4xz+GtH1vCzRN46KLLgppB52YmEhhYaHwBx0ORwiNxmaz0bdvX4LBoEgwZWdnU15eLlH7Sy65hNtuu02oA21FMBjk7rvvls9QX19PRkaGdO4688wzqa6uDqGYOBwOkYoDXRd35MiR0lXL7/dz7rnn8vOf/1xoAj/EVVd8T7/fLx3MHA4HpaWlEhktKipi8uTJVFVVydhFRkYSExMjkpSqU5ySbGtqaqK+vp6xY8cKnam4uPh7dZ5NJpNQr9QzUVVVRWxsrNQX5OXlUVFRQU5OjkTjEhIS0DRNIlB9+/YVihbo0WA17yqTMm7cOOrq6iQiY+zudyJYLBacTqdEabOysmhoaAjhcQcCAYYOHSpp2+bm5pCua+np6WRnZ5OXlxcSaTbWgXQm26kocqDvf36/XzI2irahMm1Wq5UzzjiDUaNGdWvEWcFisYRQSkBfw2qeTCYTCxcu7LGIs4LKWthsNlFFUVi1apXY1tM2qTVl1FEGpPajJ2GU0lPRVQVVn9AbMOrTK/R0VN6I1uoWeisqr9Da2u2JKPiP0nluuQCUM3HfffcRCASOK/jTNE0KYhYvXhzSntvIGXv00UfbbUtLzrCCw+HgnnvukUVgdFzU33zzzTe8+OKLIYUEqoBGFWZ11CYlSaUQFRXF73//e0C/MLSkmASDQTZu3Mg//vEPQJeOURrI6iBZtWoVNput3Rt1IBCQS4MqkoqPj2fBggWA/vCqIicFv9/PunXrAJ07e/ToUYLBoPy91Wpl48aNxzkXbYHRSVdzoS4bt99+O83NzcddPtQGs3btWj766CNKSkpkU6ypqcHhcLBjxw5AT9O3l2Ps8XikXbsa34EDB3LjjTeKI6wKT4wpyjVr1rBhwwY5sNxuN2VlZeKQ5Ofnk5SU1O4Dv6mpKaSwVvGDlTxXfX09mZmZIZSBqqoqNm7cKFJjJSUl1NXVCU8zOjqa0tJS0tLS2l102tjYGPIMxcbGip7y7NmzpUhP2dPc3ExxcTE7d+4EdBpTRUWFrJ9vv/2WmJgYaaYCuuNo1JRW9KGWl0XF3wXd+e/Tp4+M78CBA5kwYQImk0moYRaLhYaGBqF61NbW4nQ6RarO7XYLT129TlRUVEgDGa/X26ZCZrvdHtLgQ3HkjXtTIBCQNXXkyBECgYBcYhISEhgyZAgOhyOEvmK1Wo+js3QULcfReFHdsmWLPFcpKSksWLCgy+Xp2mKbktBTAQfQ1+8NN9zQY7a0tCsQCIQ4gjabTaQ6ewNqb1DnjNqDlURjb8Dj8YQ4hkoQoLfQ0pGH3pHLU2jNce+Ji+n3oTWabE9cBn90zrOmacdxk9VDfMopp/DCCy9IIVFMTAwLFy5kwYIFEo1RURi1QaemplJeXk5paWnIodlexMXFUVVVFXJ4n3POOTz88MOAfqjGx8fz8MMPS1T5lFNOwev1ysPt9Xrp378/R44cEQ7vDxUInWiMkpOTQ16joaGByy+/HIC77rqL9PR0kpKSeOKJJwBdQ/iMM84I4ZO73W6ysrIoKCgA9IiCMZrfHihHR0XCqquruf766wE9ot2/f39xYv7+979z2WWXcdFFFwG6sxEbG4vH45Eipn379lFYWBji3LUXeXl51NbW4na7hZN95513ctlll4lqQ1paGq+++irnnnsuAHPnzqW8vJzExERZf+PGjePbb7+VcVLFXe3F+PHjqaiokMhbYWEhf/3rX4XnWFtbS79+/aQ46NRTT+V3v/sdRUVFonrR3NzM1KlThfdaXFyM2+0mOjq6zRkDVQw2YcIEiZ4WFhZy8OBB4alPnDiRhoYGmbO1a9cycuRIli5dKg6HUpmYPn06oHNwlQOrxveHCs9UlNdsNjNt2jT5jEVFRXLpXLduHRkZGTQ1NQnP/+DBg6SlpfH5558DupMYHx8vz/j48ePZt28fbrdbLkbq50bnrqV9yh71Oi2LWsrKyvB6vVitVulMpzIGysnYuXMnjY2N8r5Op5P4+Hj8fr/sBU6nk7S0NNmnVDFha1FfYyDA2NVPqXMYnWfF61WHumr4ovbMrKwssrOzSUxMlDWseOlG/euuOtyMr1VcXExNTY3M4dy5cxk6dGivHe5r1qzB6/XKheb111/vVS3cZ555JiRYs3Pnzl7TCQbkHFNQhZW9iZZFby2bpPQ0Wu4PvcV1VmjZZKgjvOKuhlIhg9YLGbsLPzrn2efzSeFYy25BGzduZOzYsaKCkJqaSk5ODo8//njI7djpdMrXVquVK6+8ssOdbNQBeNppp/Hmm2+G/Oyzzz4TRYlt27aRmZnJiBEjRKbG5/NhtVoloqTSc1dffbVIxnVkc/R4PJxxxhkisQT6IfnOO+8A+rht2LCBvLw8KVJ87LHHcLvdcitW0VObzcbcuXMBeO655zp0kLndbk4//XQA6aYYCAQkyv3hhx/yn//8R1o2jxs3jieeeEIic06nk7i4OOmgBnDNNdfw5JNPdshpVoUukydP5pNPPkHTNJnHZ599lg8//FDG6tJLL2XEiBHSQr2iooKYmBiSk5NDuqdde+21QrFRUau2zJ1R9mnkyJG88sorsja9Xi+PPvooX375JQBPPvkkV199tVxEXn/9dQ4fPkxiYqI4sSrroFrW33fffaLS0Na50zSNmpoasrKypHCysbGR+vp6aRU+a9Ys5s2bx0MPPQToEcsPP/yQAwcOSBQzMTFR5BdBpwvddtttREdHhxTPfB9UxK2hoUGyE0VFRRQXF8vlsLi4mClTpnDuuefywQcfAPqztH79ekkpJycnhxQOmc1mZs6cycUXXywqKT6fj8jIyOM6uhmdU5WNMTpRiYmJEl13OBzs2rWLvn37yoUmPz8/5L1NJhOxsbHiwPp8PqKiokhKSpImRSkpKcd1YjwRXeJElyJle8u/a2pqkgtaZWUl8fHx4jwPGDBA2o8rR145zt3lqKkDs6Ghgf79+8theu211/ZalE4VJKs9GxBVpN7C4MGD5RmYOXNmtzZFaQsUbWr58uWceeaZx2UPewM/+clP2LRpk3Qd7s2oM8BFF13EokWLAJg+fXqvRp3hmITgsmXLmDJlSq9HnQHOOecc3nnnHSZOnNijl8He/+RhhBFGGGGEEUYYYYTxvwQ/Sqm6tWvXAkjL1h+CKkwBPaLw6quvCi/zzjvv7JLb4MaNG5kyZcr3ph1UFEjRTrxeb0hjksLCQu66664O8YqN0DSNLVu2SNT7ROR71XYXdNqJKlYEPRLtcrn43e9+12ZN3hMhGAxKO/Rp06YJ3aFlhE+liT0eD6mpqRIh1jSNhQsXcvToUe68805Ap5V0NBqmPvPu3bs566yzpL07HJNcU68bFRVFfX298E8VVeD222+X6N38+fOl1TB0jPbj9XrJz8/nuuuuY/369cAxvp6xiCkhIUGoFEOHDqWmpgaz2cwVV1wB6BHiG2+8UaK/dru9Q7JiTU1NFBcXi7Tbiy++iMPhkOiSGnsVJdyzZw+jRo2ipqZGoj0TJ07E5/NxySWXAMca/thstuNaYJ8IKtpbXV0thW2bNm1i2bJlYovD4ZCIsIrA79y5k0GDBskacjqdpKamytxPmjSJESNGkJqaKs+jyrS0pG0Y9ceNsmGgR42bm5slwu3z+SgvL6eurk5oG1FRUbhcruP2BvU+qih18uTJwhdNTEwkMjJSngnFDVaZhZZj9H1jaaRtNDU1UVdXJ/tfcXGxcLABcnJy5L3V+DqdzpA5+7736ghUI5gvvviCb775hvHjdaWpqVOnEhER0SvRsWAwyGuvvcaGDRu48cYbAV2esTdpEk899ZTsDY899thxdRk9jT/96U+ATm956623pM6iN7FgwQK+/PJLvvrqK6Dn5ARPhJtuukmoY999912vR55VUfsXX3xBQUHB/4jI889+9jNWrVqFy+Xq9PPVHqm6Hx1tAxDaxiWXXMI777xzQh6R2Wzm5Zdf5je/+Q2PP/44AKeffjrJycmd6pbVGiZNmsTcuXN57bXXAP2Qalm4YLFYWLJkiTRhuf/++5k1a5bwPxWnsQsWEOPGjZPOdEuXLqWmpkYOUNWoxWazsWTJEgAeeOABfvvb3wq9YuDAgcIN76w9ZrNZuF+///3veeGFFygtLRWnXvG6lVPw7LPPsmjRIq699loAZsyYQXZ2Nna7vVMcZwVjR7l7772XZcuWCU+3ubk5RIXE4XDw17/+lZdeegnQi9OmTJlCXl5eCFe9sxceu91OTk4O8+fPF/rP1q1bQzrRRUVFYbPZZC3/61//4rLLLmPMmDFSOBQTE0NTU1OHCimNiIiIIDMzU9RiEhIS2Lt3r1w0XC4XsbGx4ljefffdrF69munTp0uTjokTJ5KSkiJOb0xMDHa7/Qc5s609k3FxcUJvGj58OHPnzhWe+uHDhykuLiYyMlKc5dmzZ7N7925R24iOjmbkyJHinKpGIcbiTnUhaHmpMxZFqt9RDrf6mVKGUfrTqlMf6HtBUlKSXBr79u1LTU2N0DpUHYbD4RAHxG63Y7PZ5LA1OvQt0ZLz3BrUPBmLBUGnzQwaNEjGwGazUV9fH+IItUYH6SoYKVMOh4O+ffuKYovaD1vuoz2BQCBA3759ycvLk0Ld3kQwGGTkyJGyHlqqO/U0NE0TlZrExMQOd+Xtavx/9s48Pqry+v/vyWQyk2SyLyRkYSdh3wVEXAB3Cy64AKKAdVdq7eLSFpfaVi3Wr3Upra3VnyiuqLggCgjIJiIg+74lISRkTyaZmczM/f1x+xzuJAGyx9b7eb18SZKZuWee+9znOc/nfM45V199NRkZGe2aZHo6zJw5U9agjnacAfEJhgwZ8oNwnEFvSjdq1Kh2P5j+KJnnupg+fToAP/vZz/i///s/fv3rXwM6i9KYJgxtgbvuuosZM2YIq3znnXfSu3fvoIoB7WWXpmk8+OCDkoC3YMECpk6dSnZ2tmySrZkE1Bh7/vjHP3LBBRcAuub5sssuk0UmOjo6KPGpNQ4Up4Pf72fevHmAnuCxZs0aRo8eDegl9ozly5Seua0WHlWWDfSmP+np6VLFIzs7m65duwrjpDTgxg58re3YqANXbW0tK1askE1SNbBQ5fqUplhVDIGTrLfx8xozbnXvt/HQp2ypra2VcamtrZVWz4pxVwcN5WQEAgEiIiLEflV2LjQ09IyJcOrAphxpYwWaQCAQlEBYUVFBQUEBPp9PmOfY2NggJ1zpz9VnxMfH43A4CAQCUgXHbrdjt9tl/NR7GmKezzSWPp9PHNSysjKKi4ul0QcQxO6qZj8xMTHCPEdGRtYbp9aASlZUFVFWrFiBxWKRpK+0tDTsdnuTIhUthTpkbN68mX/961/4/X5+97vfAfqhp7nNYVoCFUn87W9/K/a99dZbxMXFdRgT/t1330nlHZ/Px7ffftuhzPOmTZsAvQFYIBCQHISO1Dxv2rSJ8ePHyz0rKirqUKd+8+bNQjxqmt7uvSMd+i1btgA6yaLWgpbuq2aTFBMmTJgwYcKECRMm2gAm82zCxP8wTlearL3tMIbQ61ZxaMtqDIA0JzFe2yj7sVgs+Hy+oAhBXZbQyGgbmdwzaXmN+RJ1r61YJfU+VfrOWJM3KioqqN6sYnuUxESVsouMjKxnv1FSouw+HfNsvCdKr220pby8nJycHNHuR0dHExkZKcy5x+MhISEBp9MptbidTmdQqbqWQo1ZdXU169ev56WXXgL0ahsZGRlcfPHFgC6rSkpKIjY2Vhi7tppjqgX8k08+CcBf//pX/H4/CQkJ3H333QBMmTKFxMTENrdFQWnBr7vuOj755BPgpIb39ttv55FHHpFGNu0Vgq+traVPnz4cOHBAfhcSEsJ1110nEsDw8PB2W6N8Ph9JSUmSf6Kgopqff/55u7K9fr8/KKfJiP79+7N58+Z2ZXvVc22z2erlXGRmZnLo0KF2l2+oiF/dvS0xMVHyeZo7f0zNswkTJoCOcZQbQnvKeoxQDquxxrFyeI2bYlPKAkLDzn5DdZ2NCAkJEQfdqEU21oaOjIyU8LWS1ygJktEJN17HYrGIvEz9TnW7M37npt4D44FHjZWmacTExEgtZeP4gr7JRkREkJKSEpSo2ppSDTUOGzdu5Fe/+pU0+FEbvCqPmJWVRURERIvzCRoDn8/H7bffzhtvvAGcdDp8Ph+KwLnmmmsIDQ1tl+fA5/NJTV6l7YeTTTeWLVvGww8/3G6OjzrwREZG1ssxCgQCfPXVV0GdGNsDgUCAsLCwBgmGDRs2AO1bx1g5hafCnj17mtx5tiUwyvkaQm5ubrM687bEHjh1vpJqhHa617QmTObZhAkT/9NoqFFJXdR1fI0scWNxqk3fWK1GOct1/67e6/P5hBmuq3E2vsbIeBsbIRk3jYYSF1Xjk9PB6HAr50E1PyoqKpKug4B0DlRaa9WhsG7VkdaEsTX4mjVryMnJAfQOmr169RIdvbKhvZwxr9crOSpbtmxhxIgRTJw4MegQ1J5Q8+7hhx9m1apVXHrppZLwpRjn9kYgEOCmm25i+fLlUjP4mWee6bCEQU3TGD9+vDjLl112GfPnz+8wbbGmafTv3x/QG3mNHTuWL774AujYhMH09HTy8/MZMGAAoOuxOzJhMCEhQSoUdevWjQMHDrRlzzy3AAAgAElEQVTK89UU5tl0nk2YMPE/jYbY4OY6yqeScZzu2sZSdeo6xk5vxsRKoxTE+D4j46Q+py7L0hBTVLfShGLbWoK6FSzUZzf0bxMmTJj4b4GZMGjChAkTJkyYMGHCRBvA1DybMGHifxqnq21s/HdTGdPGvN5isTQq3NpQo5IfQl3XhtBR+nUTJkyY+KHAZJ5NmDDxo0dDUgTj7406YOO/Wwt1HdKGrmv8W10bz2TPqb6fCRMmTJhoOn6Y1IYJEyb+p3EqHbIRdbt4tmbFhrrX8fv99Rqy1C1vZ0yQqZv01xL7GnJqjfYox9d4zbrMubFiR0No6djVvQen0zybMGHCxP86TObZhAkTJkyYMGHChIlGwmSeTZj4kaFuBYa6f2vPNusKfr+/Hrtbt55xa9lXt7KG+rff75fre73eoCYjddlfY+3o1rZHXU+VGrNarfVqTJ8KRvuM/28tNKdetAkTJkz8r8FknpuIukXTO1pHaKwhCw2Hk9sTtbW1QUXwO9oeCO7UFAgE2tSmU2ljjT+rRgUKbVmIX0kPjDKEuv/V1NQEOaqqjnBrz21N02R+KOdQ3Q/jWNXU1IhNSlLh9/vPKE1oLNT9V9/R7XbXs6eug6jmtHKoT+XYN2bMTqVZVlCNVNR/RsnEqZIf1e/Ve4zyipbeR6PDbDrNJkyYMGEyz/Xg9XqDunS5XK6gDltRUVE8//zz/OUvfwGgpKSEpUuXMnDgwFYvGq5pmrRYVVn7qi0ugMPhID4+nvfffx+Ap59+mmPHjvHZZ5/RtWtX+Q6taQ/obXEtFgthYWFSqDw0NJTw8HA6d+4MwJdffsnzzz/PiRMnpO1qUlJSq1YQUE5QRUUFVqtV7tGJEycICwuTTm3Z2dksW7aMBQsWiL1z5swhKirqtK2KGwujE+X3+ykpKRFb7HY7BQUF8nNMTAzjxo3jgw8+YM2aNQCUlpZyww03SOtc9f/mwsg++nw+CgoKAH2+OBwOTpw4Aej3LC4ujjvuuIPnnnsOgP3791NTU8NZZ50F6PNHda9rKhpilpUTmpubS3h4uMyHyspKfD4fnTp14sUXXwTgzjvv5Pjx43JA7N69u3wP9aw1lvk1OpGBQCDowKLumZEBtlgslJSUyHP0/fffM2jQIKqqquTz4uLigtYGo6OrPqMhGK9T17lVdhkPoZqmYbPZ5OfIyEi8Xm9Q17+611OOrrF+dGPvofHzjGOmYOwqpq5zJl16Q3W1TZgwYeK/FSbzbMKECRMmTJgwYcJEI2EyzwYoFkkxPGVlZYSGhvLBBx/w5ZdfAjozNHv27KB2tEOGDKGyslKYztaEYiE9Hg/FxcWEhoaycOFCAL755hu8Xi+TJ08GdGY3PDycXr16UV5eDiB2tgYU+xQREYHL5aKwsFD+9v7777N3716RJFx66aV0796dyMhIMjMzAZ2lb017FEsXFRVFWVmZsMqBQIAPP/xQGFeXy8XEiRMZOHAgDocDgIyMDI4fPy7MZ0uYsLrh/bi4OPLy8uTn2tpaPv30U7GltLSU22+/nezsbEC/x1lZWezduxdoeVth4/tcLhcJCQkA7Nq1i/DwcLlH69atIzw8nNLSUp544gkAunbtisPh4OGHHwZgyZIlhIaGihygKWhIV6zmTExMDOvXr5dIRW1tLd988w2ZmZnymn//+98kJycTExMDwPPPP89TTz2F1WoVW2w22xmZTKOmWcHtdkvU4cCBA8TGxrJixQq5JwA7duyQ5+jAgQMcP35c3tO5c2c+++wzJk2aFNTpz263n5HtrTsufr9fIkxWq5WcnBxsNhuHDx8G9Oc6MjJSPtdut+P1eiUKFRISQnJyMh6Ph6SkpKBrK3a6bovvM40VnJSq1NTUBGm/IbgGtZF5VlECm80m96jue1uiFT9VOUFlx5lgMt4mTJhoDZjtuQ3weDxs2bJFesn37duX119/nSVLlnD55ZcDsHbtWvLz8+u9NzIyUpy3lra/VaiurmbZsmUAbNy4kS5duvDxxx+zdOlSAC677DI2b97M/v37geD2v/Hx8QAcO3asxTIA9dkVFRUAvPnmm+Tm5pKUlMTXX38NwFdffcXFF18sG/6GDRsIBAJYrVbZ9NPT09m7d684sC1BIBAQJ+tvf/sbNTU1xMXFAbB582ZWr17N+PHjAX3zX7RoET6fj/DwcECX5/Tr149169YByO+bA2NyV05ODnPnzpVDQkREBPv27ePbb78F4Nxzz8XhcPDqq6+Kw5ScnEx5eTnnn38+AG+//TYRERHNtkc5iR6Ph4MHD/KnP/0J0GUPYWFhHDt2DICdO3cyZMgQ0tPTRYZUU1PD0KFD2bNnDwBXXnklTz75JJGRkU12PIySBOXsHTx4ENAlRsOHDxfHqrS0lKNHj9K7d29xYP/0pz8RCAS44IILAP3Zmzp1KrfccoscVBvj0Nd1ngOBANXV1RQVFQG6hOSZZ56R6yh7CwsLRSrSq1cvnn/+eSIjIwE477zzWLVqFTNmzODss88G9DlklEmd6gBklEB4vV68Xi/V1dWALjk6dOgQ7777Lj179gQgMTGR+Ph4eU1YWBiJiYm8/vrrgH54vOqqq/j444+56667AOjRo0e9hEej1OJU4+T1enG5XIAupSksLGTfvn3s27dPrjV27FiRryQkJFBeXs6hQ4cA+Prrr4mKimLq1KmsXr0agJkzZ+J0Ouvdq8bKbUB35D0eDz6fT66l5peS1lRUVGCz2aipqQFg0aJFlJWVkZqayqWXXgroc6B79+6tImerO7+Nsp2QkBA8Hg9er5eysjIAnnvuOVJSUpgwYQKgy8nsdnur7Rd1batbVtDv98vY5OTk8Pvf/56RI0cCMG3aNGJjY1uFTGiKjaAfZHft2sUvf/lLAG688UamTp0aJIdqL6i8DLVe33bbbTz66KNcffXVYkt7H8DU3rJq1Spuuukm5s2bJ/5IRx0G/X4/X375JdOmTeOdd94BkP22IxAIBPjkk0+YNm0aAJ9++innnntukz+nKe25TeeZkw9xTU0NoaGhsrDm5ORQUFBAdna2PMCdOnVi9OjRstE+9thj+Hw+HA6HLJKt5ayWl5fLZ4WGhrJv3z4KCgro378/oLM7mZmZjBs3DoBx48bxwAMP4Ha7xbkoLCxskWOo4Pf75dAQFRVFWFgYW7duFQd28ODB2O12BgwYAMCECRO48MILmT17tjBkiYmJHDp0qFUYeo/HI0xtbGws0dHRqHtdWFjIsGHD5HuPHTuWCRMmcMkll3D33XfLa7p27crmzZvlM5oLTdPkO27YsIG4uDhhVFevXk1FRQVDhgwB9LG77rrrOOecc7j44osB+NnPfsbhw4cZOnQooD/4ycnJzbLF6Jjl5eXx6aefCvM8YMAAvv76a1mM+/XrR3R0NA899BB9+/YF9AXw8ccfZ+vWrQBceOGFvPjii6SlpTV5oQ4EAkEJrVu2bGHRokWAftgcM2YMGzZsAHSHsFu3bsTFxfHPf/4TgNTUVIYNGyZO4oYNG7j44ouZM2cOXbp0ARq3mSknRyWOVlVVoWkaixcvBmDZsmU4nU6GDh0qzn1qaiqJiYniLC9fvpyEhARhwdevX8/OnTsZM2YM999/P6AfDkNDQ+tpj+tqiI22VFRUcOzYMblvL7/8MmvWrCExMVHuSW1tLT169KBbt27ynT/77DNxYJ1OJ4WFhVRVVckG9tOf/pSEhARxhoxOXUPjA/ozlZOTw7Zt2+TnF154gYMHDxIdHQ3ohILVapUDTnx8PFVVVRIN83g8hISEYLfbxd6f/OQnXH/99XJobuw8CgQCFBcXA7Bv3z6KioqYO3eukAV2uz3oOenVqxc+n0+iBd9++604kWrNufLKK7n//vvJyMhoki1G+Hw+3G43lZWVfPzxx4B+aMjLy5P7mp+fT2JiIjk5OUGRzJCQELknycnJLFiwgBEjRgAty08xJt1WV1dTUlLCypUrAfjss89Yt24dXq9XxlNFPIyJpl26dOH7778HkHnfGjDaVlJSwty5c3njjTcoLS0FkORgI0JCQmSObd26tVVzd4zw+XwsWLCABx98END3hbpJ+HBynowYMYL169e3mdOqaZrsST/5yU84fvz4aRPcJ0yYIFHxtsTx48cZNmyY+ACn8huvvvpqycFqS7hcLrKysgAkytsQpk+fDsD/+3//r1GfazrP/0FjnWfFtMTFxZGcnByUWb99+3bi4uKEdbXb7eTl5dGnTx9A39jCw8PRNE02i507d7bY9pKSElJTUyUMGwgECAsLY926daSkpABQXFxMZGQkubm5gO7A1tTUEB0dLSxbv379WL9+fYvtOXLkiCxmSUlJWCwWHA4Hn3/+OQBdunQhPz9fnNCjR48yZswYysvL5Tv4fD5GjBjBZ599BrTs1Lx582bGjBkD6E65zWYT5nn+/Pn07NmTI0eOiL2HDh1i4sSJ8vBnZmbi9/sZPXo0AG+88UaLwshqE506dSqJiYly6ElPT2fu3LniCO3Zs4f09HT279/P7bffDuiOwYABA2TejRw5kr/+9a/N2jBUVQqAF198kUcffZTExERAZ8GzsrL4+c9/DsCgQYP4/vvv6d69uxxEnnjiCb7//nthUz0eD8OHD+c3v/lNkw+FmqYJW+rz+fjDH/7Av//9bwDS0tKw2WwMH66vU9dddx0DBw5k8+bNwrhu27aNN998Uzb0UaNG4ff7GTZsGD/96U/lOzV0XXUv1VgYHfmcnBzcbrdIVdavXy9zWjmfEyZMoGfPnhJJiY2NZcOGDWLLwYMHRZY0aNAgACZOnIjT6QyScSh74GQzEzhZceXEiRPMnz9fHL53332XyspKIiIi5PB33nnnccEFF8hmUVxczIEDB9i+fTuAML/dunWTA9jw4cMZPny43DNN0045n5R9FRUVvP3227z99tuAHrU6cuQIPp9PHL7U1FR69eol87l79+4UFhaya9cuQH8ubTYb5eXl9OrVC9ATP8ePHy/RMFWt5EzPm9frZcGCBQC8+uqr7Nmzh8LCwqCNOzo6Wg402dnZ2Gw2Wc8PHz5Mfn4+ISEhMu5du3bl008/Fba6OaxmWVkZ77zzDp9++qlEBj0eD36/X2Q9YWFhpKamUllZKWyv1+uVaJO69iWXXMIHH3wANL8du6ZpVFVVyXr3q1/9ig0bNgiZo75jVFSUHLiMURgFq9Uq433ttdc2yxajTaA/9zt27ODJJ58EdHmfuqZilj0eT4POmJqvhYWFMndaA+qAs23bNs4991yptgP6WJ2u+pHVasXtdrdq4jucLA6QkZERdMBpqIxlXXtqa2vbxJnXNI1+/foBsHv37kZV7TnT+LUGJk+ezMKFCxttDzS+olVTnGczYdCECRMmTJgwYcKEiUbiR58wGAgERA9366238vLLLwuTtHTpUmE11P/rMiadO3cmPz8/KJGvJVDs2MUXX8z1118vLNDQoUNZtGgRiYmJcn0VjjeyJ7169eLAgQNyqp83b16LbaqpqeEnP/kJl1xyCaAnkY0YMYL58+eTlpYmNnTu3FlOg4qBOeuss9i0aROgs4S/+93vWmzPiRMnmDZtmjDP69at4+yzz+b5558HTuo9VSRA0zQiIiLw+XyiFfvyyy+Jiopi1qxZLbbn+++/F73eoEGD2LFjh+iX58yZQ79+/YSp6Nu3L5qmERMTI/d6ypQpLFq0SHTSLdGOaZrGm2++CegJdtnZ2RLmPuuss7j99ttlftvtdoYOHYrFYhFmR9M0Zs6cyXvvvQfoc6xfv37NThZUJ/7f//73fPDBB8IqHzlyhEmTJsn9GDRoEJGRkYwYMUIYp9TUVEJCQpg6dSoAn3/+uUhilD0N1WRuSDZhZCncbjdz5sxhy5YtAKSkpFBUVMQ111wjTHivXr1ISEiQ64SHh5OVlSUh1REjRrBz506cTqdIAkJDQ4MarRjrIxsRCASE/SotLaWkpIQ33ngD0CNZDocDp9PJxIkTAX0+9O3bV+ZHQkICXbt2FYZ12bJldO7cmaKiInbv3g3obLUx3+BUSXrGsamqqqKgoICcnBwADh06JIy1mh/XXnstkyZNEi24zWajsrJS9M1FRUVs376dsLAwKYm4efNmrrjiiiaXFwwEAhw/fhzQmf7CwsKgWt8RERFMmjRJohBZWVmEhoYKu/rYY4/x8ccfU1xcLOuh2+2mpqamRVEmn8/HwYMHWb9+vUQQNE0jPDycyy67DIB7772XQYMG4fF4ZBxmzJjB1q1b5d6HhIQQFhbWKq3TLRaLhK93796N2+0W6cUVV1zBrbfeyvDhwyWJesuWLdx6660S8VDfrTXyUYwICQnhwIEDErGJiopi4sSJzJgxQ8phbty4kSVLlvDnP/8ZIKhEo/qM1oT63A8//BCn08nUqVNFKztq1Chef/11kUK89957DSY+twVycnIIDw+XiOSUKVMYOXKk7JlLly6V9ac97FHRFIDZs2dzww03SGTrxhtvZM2aNZI/0x72qLUsNzeXX//61xIdGThwIGeffTb79u2T+dwe9vzonefi4mKptzt+/HhOnDghC8iuXbvIysoK0gwvX76cOXPmiONz/PhxSTJQDlNeXl6zNVoHDhwA9A3nnHPOkbBxTEwM27ZtIyIiQhZFi8XCypUreeqppwB9sh84cCAoMeSKK67g8OHDLQozffPNN+zatUsWu++//56UlBS2bNkiMo2oqCgsFoskEM6bN4+qqio2bdoki2FFRQXTp08XWUtztOGapvHhhx+yb98+cQKXLVtGz549ZYFOSUmRww7AmjVreP311ykvL5dFsaamBo/HI3rV9evXNytJT9M03nrrLQmZZmVl8eabbzJ48GBAr9hQVVUlkhKr1crXX3/NBx98II7B+++/j8vlEmnQc889x4QJE0Rn2hT4fD7ROubn59OrVy+p4Tx69GgOHTokTpfD4cBms7F8+XJJks3NzWXnzp3ympKSEt5//30uuOCCJumwlURBfc7Ro0cpLi6WUP7jjz/OyJEjRffo9XqJjIzE4XCwZMkSQL9vpaWl4lhWV1eTl5fHqlWrRCeakZFxRufDYrFgtVrlmd23bx8lJSWy0Hbv3p3p06czfPjwIMcMkPv2wQcfiDQB9AOkat6iJAwDBgwgMzPztJu9cqbVmhIeHs6ePXuCKlvExMRwww03yMEiOTlZ7ABdQjJ//nxx/kNCQvjuu+9wOBzizB0/fpwePXrIWnEqm4xh4YSEBGJjYyWRUlXosNvtzJw5E9C11MnJyUH10cPCwiTUrO5nRUWFbLxFRUXSeEddszGw2Wxy2KqoqBDHWa1l9913Hw8++GC951b93KdPHyE0lMPq8XiIiYlplsOq3uN0OgkPD8fj8cg6Hx4ezksvvcR1110HBEsw1Fp0/vnnyxoF+vimpqa2WM+r7pFaizt16kRaWhqvvfYaoM9vZbs6gKWlpTFmzBiR0Cl7VAJhS2HUUnfr1k3W2SlTptTLeTn33HMZPny4yFfUc6bmS3PWwdNBjffs2bOZM2dOvVr/t956KzfccAMAK1euDKoqpWlaq0s2QB+vbt26cfjw4XrP6tNPPw3ocqH09HRZU43vbQvY7XY5jNe9xjvvvENBQQEZGRlBTdHaMoFRjUtDMtRvv/2WI0eOyKG+bqfVtsCP3nm22+2kp6cDumb43//+t5z8srKy6mUsz507l23btomjvG7dOtxud9Am1JLFUC206enpDBgwgFdffRXQmYz+/fvX00DNmzdPMoMvv/xyli1bhsvlCpo0LV2cO3fuTFpamui8X3/9de677z5xXuEkg6UcndWrVzN58mQWL15cT3vX0uzyfv36kZGRIY7YwoULue+++yQpT+l+1TgtWrSINWvWMGXKFNEmu1yuoEWwuYxLIBBg2LBhoqHMyspi2bJlohUbPHgwXq83SHO1YsUKvvvuO2688UZAd8zKy8vF0TFWBWkq/H6/JJT26NGD3r17C/M/atQo+vTpIzpkNde2bdsmh7TJkyfz/vvviwOVkJAgOvqmQM0HdYjLzMykZ8+esrjt3r2bc889VxL/qqqqZFNV7FhxcTFjxoyRKjYFBQWkp6dTVVUlTGhjHGdVDUU5zx6Ph+TkZJnPSh9/3nnnyfesqKgIKlsZGhpKdXW16MctFguVlZV06dJF7HU6nfWez7r2WSwWqcQASKKput+RkZGMGjWKyMhIOazExMQE6Wn9fj9Op1PmlNfrpaamhvj4eHkm8vLy6rU6P9V4qdf5fD6ioqJkDFwuFyEhIQwZMkQ08ElJSVJKUX2ukV0vKiqitrYWn88nuRmTJ09uMAnrTLBYLHKPsrKy2LRpE4FAQJKSp0yZgsPhqNflUcHv91NVVSVVf0CPGHTq1KnJthgRFhbG7bffzpo1ayThdcaMGVxxxRUNrrXKvurq6qBxCAkJ4be//W2LbFGw2Wyy/l1yySVcf/318myd6p5XVFQEjVdkZKTkp7QWLBYL2dnZcsA8FWFisViEPFBQSZ2tzTyre2SMLJ0Kaq1UuOqqq1rVFiPO5JT7/f6gbrmARFvbAmdaW91udz0tsXK2OwKlpaX1mOa6c6o1YWqeTZgwYcKECRMmTJhoJH7UzLOmaSQmJgobMHjwYO68805+9rOfAXrIOiEhgdraWjmhJiYmkpWVJfIE9V5N00QPVFpaGhRmbSz8fr+wBT6fj7PPPpuLLroIgAcffJCioiISExOFDVMVLxQ788UXX9RjwQcOHEhBQYGwQE2BCgEPGjSI2tpaxo4dC8ANN9zAo48+SmFhobA4qkSVCpf07duXRYsWUV1dHaRP7du3r7CcSpPcFJSXlzNhwgR8Ph/nnXceAPfccw9/+MMfRAbRuXNn3G63XNftdpOdnc3ChQslVB8aGorP56N3796AHipUbHFTcPDgQWbOnCnjPWrUKJ566imprXzs2DHS09OFwbBarVRUVJCens67774LnGwnrsa7a9eubNy4USqBNBaaprFy5Uoef/xxQGejBgwYIKHr1NRUcnNzpWmNqotbXFwszOdHH31ETk6OhL4rKytJTU1lxYoVonlvLPx+v9QAfe2114iLixMGauPGjXTq1El0mirL3GazieY2EAiwYsUKmS/R0dEUFRWRkJAg4eZrr722UaE5q9UqrM2qVatYu3atRAt69uxJSUkJSUlJMj/i4+ODKjscOHAAl8slGr/jx4+Tnp5OYWGhMLVfffUVV199daPqKavoi8/nIy8vT+aH0+kkKiqKHj16SIjd5/PJfQKdad6xY4cw8gcPHsTtdhMXFyf6WlUpSLGRVqv1tPaAPl/cbrfMQ/Ud0tLS5FkNDQ2t16q7pKREdPXV1dVUV1djsVikOohar5QWOTIyslHRMIvFItGYyspKqdKhqv507ty5XqtzQO7h5s2b8fv9QWzUvffe26h24meyy+l00qtXLynpOHDgQMLDwxvUlKv7tG7dunpMb3NLUjYENaaZmZnExsY2OMbq+vv27ZNa7gqXX355m4S5jXPvVE2DvvjiCxknBVXJqbXRmNKWxrr3Rrz11lttYtOZ7AF97taN4Nx5553tbg/oNl1zzTX1yuipyFdH2HP55ZfXY55bs+RiXfyonefc3Fxqa2uDktvWrFkji290dDSapkkXM9C1PlFRUUGTOCwsDK/XK/KP5jjOQJD20WazMX78eNHonjhxQjRtyl5N03jnnXck/K4cZ4fDIQ99ampqs8OUqsyfx+PBbreLDuy9994jJyeH5ORkGRfVWU0lmsXGxkrYVzliVVVVJCYmitPSHKxYsQKPx4PD4eC+++4D4F//+hf79++X8dc0DYfDISGld999l/j4eEpKSmTsnE4npaWlIhUwdpZrLDRNY9myZWIPwDPPPMPcuXNFj9qrVy9JJgLdofzggw9ITEwURyw8PJyoqCjR1tlsNjmINcUWn8/Hd999F1RqceHChZLMuHHjxqDFzel0Ultby7Jly8QB3LVrF9HR0eK4HTt2DJ/Px5gxY5rkcAQCAWpqasSZA10GoPILZsyYwbfffisyDpVE6XK5RBdqt9tZu3atSCUiIyOprKyktLRUZARKl3s6WCwW3G63OOrV1dVERkaKNGX79u1cf/31rF69WuZBbW0tdrtdHL7Dhw9TVVXFihUrAF1Xr5pgKL37pEmTgsq6nQrGck5bt26V+apQWlpKZWWl1EsdMWKElGMEfS3Yu3ev1GNWDYIqKirkWc/Ly5OEWoVTJeoZHRuHwyH2q6Yvubm5LF++HNDLhvXs2VNscTgc5Ofni2a+oqKCkJAQYmNjZY1MTEwkJCSknrb0TLBYLJIUPXLkSMrKyvD7/XKIWL16NaNGjZJnKxAIEBoaKprZRYsWiU5aSQBUEmpLO4qGh4dzyy23yKGiqqqKkpISWaOV5t/v90sCr1oTFJ577rlWlSSoz5o+fTonTpwIkhyp9UGFsR955JEgLa/FYmH+/PmtZosRdrtdbDEmfBpzEH72s58FOapGyU57wufz8c4770jyonpOjR1N2xN+v19Ki77zzjv1pKHt3SRFjceECRNEDqjQ3mOjEAgE6NatW73kxdZOfq2LH7Xz/Otf/xo4mWBy8cUX0717d9EhNpSp6XK5OP/880W07vf7hcVUm93LL7/cLHsefvhhuWZkZCQTJkwQ9qa0tLSeCF6xGpMmTQJOJuYYO4stWrSo2Q+YqoOraRrR0dHC9Pbv358TJ07U03Zqmias4c0330xBQQEej0ceKpvNJslgzcVzzz1HIBAgNjZWEhiHDh1KXl6ejI+qEKAW7B07djB79myOHTsmyRY2m42IiAi++uorsb85eOONN/D7/cIg9e/fn6FDh0oXNMV8qTHwer0sX76cxx9/XJwu1QxHbbyrV69usk5d2b9kyRLR0/bu3Ztu3bpJ8uLevXvx+XwyTirB7B//+AevvPIKoDOspaWl8kDQdNYAACAASURBVEwkJyezZcuWIJ1rYxASEoLVahWHweVyMXDgQImA9OnTh3379gkb7Pf7xTlWyUWffPIJWVlZoplPSEjAarVy9OjRoES4xlRvCAsLk0NtQUEBRUVFMn8SExPJyMjgyJEjQckvsbGxkgB33nnnsXHjxiA2tUuXLpSWlgpTGxUVFeQYNyaxaNSoUbz22mviOHTp0oXu3bvTu3fvoKoXTqdTNoPq6mq6d+8uDV3Ky8uF1VfXttvtOByOoKonZ7LHYrFw1llnMWrUKOBkFY/LL79ctLBer5ctW7bIfYyPj2fXrl0y/qotd/fu3aWTntvtDppTaq1ozHxSGtl7771XGo9cc801gO7c7969W8ZFHbJUtEPBarVKIl+3bt2CKow097m3Wq0MGDBAiIBAIEAgEODo0aNim81m48SJE0FrjDHqMHny5GZd+1Qw3oNOnTrJdywrK5P6xCpiWteRT0lJaZNEOAUj4ePxeAgEAuLIv/fee/KMK7T22DQEoxOv1sQTJ07w6aef1tMWf/jhh21uj4JxH8vJyWHt2rVBvwca7HLcllDPjOo0umfPnnr+kSIa2tMm0OeyOlAbUTexsrVhap5NmDBhwoQJEyZMmGgkfpTMszrxKv2SkmncfPPNeL1eCe8aw0aKXbr99tv529/+xsCBA+VvSuOnGOvmoKSkhI8++kh+Li0tZfr06cIiGrssGeuy3nvvvaKvVaH+qqoqCTPVrXvYWBw7diyIJS4sLJRamDU1NZSVlZGamip/V610H3jgAUDvcrVw4UIsFouwd6GhoZSWljaL7VEs24oVK7BYLBw7dkzsqaiooKamJqhkld/vF+buiSee4LbbbuOtt96Sa584cQK73S4n1ubYtGfPHtauXYvFYhH7/vnPf1JSUhJUGkqVMgRdIjBv3jyuvfZaaRkaGhpKXl6e2F9cXNxk5lnTNHbv3s369evlvVu3buUvf/mLsBQRERHExcUJO+l2u1m5ciWLFy+WqMI///lPHA5HUGe9Y8eOSei3sWPl9/vFHtBZ7rVr1/LII48AuqwgNjZW2HaXy4Xf7+eTTz6RjO0+ffrwxhtviCxp165dZGRkcODAAWEbNU07Y+hbhazVd9q2bRvx8fEiS3rggQfIy8sjKSlJmM78/Hyio6OFNczJyaFTp04yl1NSUti7dy/Z2dnS4TMiIuK0nfwUjNUfVJ1kJRcpLCykX79+cj3QmeeCggKR1mzdupXKykr52ePx0K9fP6lsAPrcDAkJkbFpjDzAarWSkZEhUZTzzjtPvq+656GhoWzfvl20636/n/379wflEkRFRTFu3DjR7Hfq1In8/HyRVRk/70xQbGhWVhZPPfUUmzdvlu8SERGB0+mUZzgrK4vKykoJJ6u8h86dO3PbbbcB1KvO0RLYbDa5B36/X7rNgr7uxsbGUl5eLlIfJVk4XXfM1oKxxnd0dDRutzuoS596FhQUI93WsFgsIuNQkYLS0tJ6+5Sq2tQeMOr4U1JSglqqK1xxxRXtZo+xHnpGRobIEYxMb2tXRTkTVEUdlSPUkF/R0ipazbEJ9Fw1Y56GQmtXaamLH6XzrDbsuli8eDHjxo0LqhWoNjm1Wdvtdh5++GFZJFUI6pZbbuFvf/sb0PgmAEbUTRyxWCx8/vnnjBs3DtCTyJQ9RscsIiJC6kBGRUVRU1ODz+fjlltuAfRSNo3RhdZF3WQ+q9UqzvQFF1xAZmamJDIpe5OSkkRD/PLLL5OcnExlZaVM7FmzZvHss8+K1q0pYUKjBlhpRBcvXgzodUKVdAb0hzgkJERCqrGxsbz//vtkZGTIQ19ZWcmsWbP4wx/+ABCkW24sLrroItE2qjn12Wef8cQTT8i88fl82O12+XnQoEEkJCTw1VdfSYJiSUkJJ06ckFq6Dz74IBUVFUG1qhuD2267DZvNJgeuzMxMlixZwpw5cwB9w/T7/bLI2e12xo8fz5o1a6T4/llnnUVlZaUkgE2dOpW77rqLvLw8SWZtLF544QXRThcXF3POOeewdOlSAH7xi1+wfft2mcsOh4OoqCiuuuoqqUu9Z88ezjnnHNk0Nm3axGWXXca0adNE19oYbbh6HpUj361bN/bs2cPVV18N6LVcb7vtNlatWiVSjrCwMDp16iQNa/7973+zd+9eaaLidDrZuXMnffr0EfnX7t27Jan2TLao59HlcnHzzTfzySefAHD33XdTWFjIJZdcItrvs846i5CQEHE2EhISOHLkiHzG0KFDRW6m7u2vf/1rKisrxQFvjFRCNe1Qcq2dO3cSHx9PRUWFaI8rKyuZOXOmHMD8fj/5+fkS5nY6nYwZM4ZLL71UnLWQkBCys7ODwtGNhbHudv/+/YOkKZqm4ff75cCgnFMlnVAa7nvuuUc0zw01rWkJ1BoWGhpKWFhYkOxO0zSKi4uDtLzG9bqt9arGg5Oy57vvvgNOSgDUfe3Ro0eb2mKExWIJGit1uFDo06dPu+tnjQ5rXUnLDTfc0O7aYjhZ1tKoTQckmbEjoMbBOKdVucaOgsViqVcyT5UPbUt0mPNssVgcwCrA/h873tM07RGLxRIPvA10BQ4D12maVvqf9zwE3AL4gdmapjVLQKsWPHW6VAzA008/jd/vr+dEaZomWdXvvvsuLpdLHny1CC1evLhZIn5jwp2xpmRsbCxPP/20OITKRk3T5JqbNm2SGsGgb2Tq9SrRsDkdrDRNw+l0BmU/d+rUSRju2traeoXu/X4/GzZs4NNPPwV0Z0k1a1HXX7FiBQ6Ho8mOfCAQEL2q+q7dunXjj3/8I6A7vsYkzUAgQG1trWjFVq5cyfHjx3G73UE1p9euXSva2aY48upBTUtLIy8vD4vFIk7c73//ezweD507dwZObvBqrq1cuZIdO3Zw8OBBiVQUFBRgtVolASwuLq7Jp3i/30+PHj3YsmWLzMMLLriA3/3ud3J4UcmCyrmuqqpi+fLlFBUVCXNeVFTE/v375fo5OTkkJiY2mSVTlWPUuEZFRTF27FhJ8nS5XAwbNkzmf2lpKUVFRaxdu1Z+V1BQQHFxsTx7oaGhlJSUEBcXJwejxrDh6m/qsLJp0ybCwsLE0Z0wYQIej4dLL71U7u2xY8fIy8sTFjwhIQGv1yuL8vr16yVRWB0QlJ5WPZ+nqvlrZKezs7MJDQ2V+aOYX5fLJWxXdXU1Xq9Xki8LCgpITk4O2iDWr19Pamqq1EBWUQajU9CY585ut4vjMnr0aHG4jZ0KfT6fzOfdu3dTVlYWtB4kJyeTk5Mj3UfDwsKw2WwtTnJSTHrdZ9Wo6161apXM77CwMNLS0rjmmmvanIWC+o55IBDgmWeeCRq7u+++u00Z59PZpmka//jHP4J+rxpWdSTUuneqn9sbdSPICxYs6CBLdNR1DFUCYUfCeABWDat+SGjNKjanQkcyzx5gnKZpVRaLxQastlgsi4GrgWWapj1psVgeBB4EHrBYLH2BG4B+QGdgqcVi6a1pmv9UFzgVFLukNmp1ipo5cyZ/+tOfhEV0OBw888wzzJ49WxgnlU2vJk9ycjKFhYVBCXTN2RyuuOIKFi5cKM5veXk5s2fPFhlEXFwc4eHhvPjiixKCHDt2rFTCAH1CK4dOnVYbkyjUEGbOnClMuqqaoNqE3nHHHcTFxRERESHJkTfddBMXXXSRHAAiIiIkC1aFCAsKCqSKQVOhxuGRRx6hpKSE3NxcnnnmGQCuu+46YmNjxRF+4403mDx5siSdVFRUiIOjws179uwhPz8/qLpJU/Hkk0/y85//nIMHD4rz+eqrrzJ+/HgZh+joaD788EMuvvhiQC8tVFxcTFxcnFxz+PDhbNmyRRgzt9vdZBZc0zSRRKgNsaCggC+//FK+s0osU+zv6NGjeeyxxyguLhaW2+l0cs4550joOy8vj6qqKqk8A40r9aRpGnfffbfck9LSUmpra9mxYweASCDUoWfjxo306dOHl19+WWRVdrudlJQUzj33XEBPDKmqqqKqqkoWR2PzkNPZEggERJqSmJiI3W6XeVlcXIzT6eTQoUNib1FREfHx8VJOMCQkBLfbLREZu91Ofn4+UVFRModU9ZKmNLiJjIykb9++4tx5vV4CgQBRUVFBya0qwgV650Wv1ytjl52dTWlpKQ6HQ5znugmDTU32rDuGdduhq+/s9/vJzc2VBMKBAwcybdo0OnfuLOuOMVGwqbY0BV6vl6KiIhmnrKwsfvvb35KRkdEuznNduN1ucnJy5NAwdOhQfv/733cIiwkERQEtFguTJk1qFyfjVFByJ3W/Zs+eDbS8qVdLoBqOKfzzn//sIEt0KGmfQkezvKpyk4KSuHYkrrzySvl3S6SzTUWHJQxqOlR6pu0//2nAJOC1//z+NUCNzCTgLU3TPJqmHQL2A2e1o8kmTJgwYcKECRMmfuSwNEV/1uoXt1iswHdAT+BFTdMesFgsZZqmxRpeU6ppWpzFYnkBWK9p2vz//P5fwGJN096r85m3AbcBZGZmDlPlwBR8Pp+Unbn22mvr2RQRESHNNrp06ULv3r3ZvXu3yAWsVivR0dFSliUmJoYRI0bwySefNItZMYbzL7zwwnp/V7rBw4cP06dPH/r27Sv6VNVUQjFQFRUVxMbGMmLECGmM0Zyaph6Phy1btkjJqrrIzMxk27ZtjBkzRvSGGzZsIDc3V1i3xMRESkpKiI+PF9Z+wYIFWK3WJrNAbrebAwcOADqzVbdk37Bhw/jyyy+lHFXnzp359ttvpaxOTEwMSUlJFBcXy3gOGjSIV199NUiz2FgoVrmgoID+/fsHNWRRjM68efMAPXHS6XQK4/rNN9+QkpJCUlKSRAfi4uLo06cPL7zwAqBHPBort1HPr8vlwuVyMWbMGJm/4eHh+P1+ZsyYAejs/UsvvSRhwKNHj7JkyRL69+8v7GBpaSk2m000kI8//jgxMTGEh4c3+r4FAgGqqqrQNI2HHnoI0BmdzMxMKeE3a9YsrrrqKml2UlVVRWFhIR999JHUcPb5fFJLGfSW9XfeeScpKSkiEzhd8w81Pn6/X5r4gB51+P7774V1W7lypZSF3L59u4xnaWmpMM9jxowJSnatrq4mKSmJSy+9lJ49ewK61Co0NPS0TVKMZdLUa4yt5DVNw+VyYbVaZU4ePXqUmpoakVG98sorDBs2TJi7Tp06ERcXR1JSkuRrdO3alYiIiCBbWoPxVPapJL1ly5bxxhtvSAOd+Ph4srOz6d69e5Akyqj7b22o9aCsrIynn36at99+G4DHHnuMSZMmSdk4aN+6uKWlpcyYMUO09hs2bCAzM7PDmOeCggJZ0ysqKsjPz2/3JC8j1Pzt27cvVqtV5ndHjQ/oielZWVkS+WtPJrMh7Ny5k/79+wO6b9Le5eDqQiVZjxgxgoiIiDYvB9cYfPXVV4wbN47w8PB67dSbCovF8p2macMb89oOTRj8j+RisMViiQU+sFgs/U/z8oaeqHqev6Zp/wD+ATB8+PB6fw8NDZWufVFRUfUejurqasmgDgkJ4ZtvvpEEtP98PjfddJM0WHjllVdatACpRX3kyJFkZmZK6B4IqlQRExOD1WoNqsqgMqqvuuoqQA/L/+tf/2pxRnlYWBj9+vUTZ17pp9VmnpeXR3x8PGFhYeJsxMXFERoaKo7ZuHHjqKmp4e9//7s4Os0NndrtdtG4/upXv+Lpp5/GarXK5rxz505SU1NlXJYuXUpqaqrIQzweD8OHD6e2tpZnn30W0J37Mzlep4JaWJOTk1mwYAHXX3+9fMfExETWrVsnWcmxsbHk5OSIg+V0OnG5XIwaNUokAI899hiZmZkyF5oyTsaEO4vFwkcffSSJcMopVoetCy64gJSUFFkAhwwZQmxsLPn5+QwbNgzQ59kdd9whnemU09PUsL/D4aC2tpZHH30UgHnz5tGjRw953vbt28c999wjFVuWLFnC8OHDpQsi6JrysLAwqWN+0UUXERERQWhoaKP1sxaLBavVis1mk7mZlZUlNaNBPwzu2rWLF154QRLLVq5cSVpamty3gwcPkpCQIHra7OxsrrnmGpxOZ9Dz2Bh7GhovBU3TiIyMpKamhtWrVwO6Q7pmzRqxf+DAgezfv1+eiYiICCIjIxk8eLCsXeqw01qOiHLuVQ6DOsyGhIRw4YUXSkWXsWPHEh8fH5RM3JwDc1PtAkRnreZLRESE1J2ue2Bpa2iaxt69e0lJSWHWrFnAyeS8jsLWrVvFEZs8eXKHNbVQWLduHaB3+Pzb3/7WoU6zwueff05aWhorV67saFMAvQa2qqyh8i86EqoKSkxMTLvXmj4V5s+fT2RkZL0OlW2NH0S1DU3TyiwWywrgEqDAYrGkapqWb7FYUgGVapoLZBjelg4Et5RpJNQG8/XXXzNjxgxhBf1+f1AHJIvFwoIFC7jjjjukEsKNN97IkCFDgjSArYGoqCiWLl3Kr371KwCWL1+O2+0WDbRijubPny/asJ/+9KdcddVVkvhktVrx+/0tXoQsFr39rGqc8Ze//IWFCxdKsp1qlWuxWHj11VcBndWcPn06F1xwAQCXXXYZNpsNn8/X4o3TYjnZpvcXv/gFPXr0YOHChezduxfQGQxjF8hXXnmFRx55RCqODBgwgKlTp2K328X5aa7jDCedncjISM4991yWLFkiB4zt27dLYiTo7Om8efOkY9X06dPp1KkTt956q3ynqqoq2eSbC+VQpqenS5fHnJwcNm7cKJtUdHQ0LpeLuXPnAnoFiSlTpmC1WmWsYmNjKS4uloNSc8cpLCwsKDfg5ptvpqamRsouff7550FJqffffz9Lly5l0qRJcjCdNm1aUOdFONmEozG6awhuHKG+k9frDWrb6nQ62b9/P8nJyZKUd9FFF/H9999LtY0tW7ZwzTXXyPyprKyktraWiIgIccKVXaeyraFqFyqRq24EsKioSBLuioqK6N+/v+gdR48ejc1mkw6Ce/bskYiKMf/BeK2WrgnG8TSWqdyxYwf9+/cPqrZRUFBAly5dZG1saydNXVux9aqEZWxsrCQPGx359oDqdpiWlsbUqVOBjuvABic7eKrD4MSJEzvMFgV1UB09ejSDBg3qYGt0DB48mIsvvjiorGJHYvz48UKonapKWHtCdRkuLy9v8w5+jcVdd91FIBBo9yhKh2meLRZL0n8YZywWSzgwAdgNLAJu/s/LbgZU8eNFwA0Wi8VusVi6Ab2AjlXPmzBhwoQJEyZMmPhRocM0zxaLZSB6QqAV3Yl/R9O0xy0WSwLwDpAJHAWu1TSt5D/v+Q0wC/AB92matvh01xg+fLimQtSnw/LlywFdJ7hq1SopvdKjRw9hcto7pPTNN9+QlJQkNSe7d+9Or169CA8Pb/Os9Yawbds20TMfOXKEmJgYevfuHcTgWa3WFre9bSz2798v11JMpZJKqMoaxpawbZltr2maSA3cbjcul0vkCT179gyq12y326VUWVuMkfF5LiwspKKiQqIXhYWFdO3aVRgMv98vjT3UqV2xp611H40lHSsqKoRFDg0NZf/+/SJdcTqduN1uYQtBD7vb7XaxQVWOaQzrbHxN3TVOMb2KRVZs865du6SWdURERFDL4IiICBwOhzC8VqsVr9dLeHh4EPPclDE51d/cbje1tbUyVmpsFEtfUlJCZmam6PsiIyNFNqTsU5GI1phjqvU06PO7pqZGqsuoSkXquqqSTHx8vDBT8fHxQQ1bWgtKz67GZdWqVXi9Xqk4oiItycnJMj6hoaFt2oZa3ducnBxef/113G63NEVJSkqSWtrQ9k0cjDh06BC/+c1vZC3461//KvZA++9vBw8eZMqUKYA+h1asWCG5Ox0h31AypPHjx+PxeCSqqfaSjsC+ffsYNWqURFYKCgo6pMyh0Z7BgwcDekS1oqKiWZWzWtMe0EuQBgIB3G53i5/tpmieOzRhsK3RWOfZhIm2QnMa5rTmtRv6ub02beN3Vw6r0SZj/dLTOcVGu5s7ng1JI5QjoRL2vF6vjI1yPo1j5fV65UBmLLloPMw21jajLcbv5Pf78fv9eL1ecQpV2Uf1mvDwcAKBgCSGJiYmUl5eTqdOnYJ0863hPKsyf2oDLy8v58iRI3LvQkNDgxJ1NmzYwHnnnUdNTY10aHU6na3anMRY17mqqkrqz6t67+oAFB4ezq5du5g+fbo0mHE6nW2auKhkSePGjaOqqoq4uDhJZO7bty/JycmMHDkSIOhg2Fb2gK4tHjduHIFAQObH5MmTmTVrltQ+T0xMbDct+Ny5c3nggQeCnusxY8ZIadSePXu2m1OmaRo33HAD77zzTtDvVU38r776itTU1HY96Kjnpq7GOTU1lZ07dxITE9Pue0pCQkI9TXFcXBw5OTlBBFp7ITw8vF5XwcjISElkbu78+a9JGDRh4n8dHZkE05C+tqOu35Dz1FgnpiXaXeWYNvS+uhpUo4bPyL4rGCugNFRDWb3nTNU/jPbUvYaxEYjRntDQUGHKVaMSY4vejIwMNE0T5qU1nFXj9zMmaFqtVqnqoRxptVmlpKTg8XgYMmSIXL+tHA+3283zzz/Pxx9/DOjORadOnVAVlgYPHiyVYlSeS1s9A5qmsWfPHnGMVVWE8vJyyR256qqrmDJlSrtU/jBWulEdDeHkgfG9994jOjpamvO09dqg5lJWVpYwhgqBQIC1a9dKTWPV/KqtYUzOrQvVYfX111+XHgPtgbrJrUbk5+fz/vvvS35Ke+B086K0tJTVq1dLD4P2wqlscrlc0uNAJby3qR0m82zChIkfE4xl4SB4Ma77uzNVaWiuxMX4nrpsvHI2VRnLurIjxUIbKwApp7k1HVXF1lssFnG6Dh8+LJIV0A8UPp9P2oCrDqKNkde0FG63m1dffVWc0R07djBixAiRbfTs2TOoUlJbw+v1SgOr4uJiXC4XEydOlGobUVFR7XqAVfdsxIgRHDt2DKfTKYnvDz30UIc0I/H7/WRkZIi8B/Rk8/vuu69DiIZAIEB8fLzI7KKionjppZckybO9oRx6ONksa/FiXZ2qmjy1tz2gM7nGxNvNmzdL1KIjYKzsFRoayqFDh1olybMpzHOHJQyaMGHChAkTJkyYMPHfBpN5NmHCxI8OdfXYdRnghkq9NZSI2No63rrXUwgEAkFM86mu217sXUP2mjBhwsR/M0zNswkTJkycBg3pqM+krW5LDfmZrmcMsf8QHNUfgg0mTJgw0VEwZRsmTJgwYcKECRMmTDQSpvNswoQJEyZMmDBhwkQjYTrPJkyYaHecKteio3IwGrqusTZ1e9v1v5yLYsKECRP/7TCdZxMmfmToKIewITsUVKOSulra9rSxbsIgnKyX3BEa3x/CPTJhwoQJE/VhOs9NxA9tM1NdpH4oMLbyhR/GeBk72bW1Q2KsIVy3nnBD9jT099bE6e6Fsatde9mjOuip6zR0P4xzSFWdaM8xOl395/aAsZGKmZhnwoQJEz88mM6zCRMmTJgwYcKECRONhFmqrg68Xq/UU7VarVRXV2O1WqWzTnR0NPn5+cybNw/Q+8/PmzcPm83WJiyR6t+uuna5XC4pW2W320lOTiYnJweApUuXsmvXLu6///6gNr2tBcW+1dTUYLVaxR7Qx8rhcNCrVy8Adu7cyc6dOzl69ChXXHGFfIfW7oAGeitcm80m41JdXU1ISAjh4eEAjB8/ni+++ILc3FyKi4sBGDZsWFCXtpbaYawZXFFRQVhYGKB/Z4/HI+ym0+nk7rvv5vnnn6ekpASAyspKaXcMjW9bfTp7jP8uLy8HkDmqOo/V1NQQFxfH3//+d+mM5nK5cLvdJCcnt4o9RvbdWLvY5XLV685XXl5OcnIymzdvBvQWqx6PR5hqp9Mp3fZaMq/rRgQ0TQtixEH/zh6PR7p9VVdXExEREcRSq7nTFs+YpmlyLU3TsFqt8rPVam3VGtPNsdFkxE2YMPFjhuk8G6BpGmFhYeKwut1uNE3jrbfeEge1traWHj16MGzYMEDf0B0OB16vVxzW1kIgEMButwMnnZpAIMC7774L6L3lPR4PgwcPBvT2nREREURERFBTUwPQqjYpp8vhcFBSUkJoaKi0EP74448JCQmhuroagJ/85CeMHTsWh8NBbGwsAGVlZa3qPHs8HgAiIiI4evQoMTExgH7fPv/8c5KSkgAoKSnhrrvuYtSoUTidTgCuvPJKjhw50mCN35bA5XIRHh7O9u3bAcjIyBB7ALKysigsLOSPf/wjAwcOBCAhIYEbb7yR1atXAy13yowOaXFxMVFRUQCsX7+e7OxsuY9ffvklAwYM4PDhw7z22msAZGZmkpaWxm9/+1sAXnrppWZLCIxOvM/nw2q1kpeXB0B8fDxLlixh+PCT9ejXrVvHkCFD2L17NwBFRUU4nU4yMzMBeO2117j11luDWj83xbE3Oqa1tbXy3vz8fKKioti6dascYqxWK2VlZTKHSktLKSkpISIiAoD09HSOHTtGr169gmxQji00/v4p5129p6ysjLCwMDnoxcbGymEM9Pnh8/nkWbPb7TgcDvx+Pw6HI+izW/K8qe/h9XrlO9ZtDa5sVq/1+/1YLJagMWnt9thnktCcrt26CRMmTLQGzA6DBrhcLn75y1/KQpuYmMiXX37Jpk2bOPfccwGdgVq7dq28JyQkhEAgQEJCAgUFBUDLmUM4yWAqRjAxMZHo6GjWrl3Ld999B+iMqt1u57333pP3hIWFUVtbS9euXQHYt29fq9gTCARkM58+fTrZ2dlERkayadMmADZs2MCFF15Ip06dAHjxxRcJBALExcUJ8zly5EhWrVrVKvb4/X6OHz8OwOTJkxk7dqwcNPbu3cuaNWu46KKLAOjXrx8PP/wwfr+frKwsAA4ePMiVV17J66+/DrTskKFpGl6vF4C8vDwmT57MpEmTAH0uHD58mA0bNgD6PRszZgyzZs0SJvGSSy5h6dKl3H777QA8NxVI+gAAIABJREFU8cQTEuloDpQj5na7ycnJ4brrrgNg2rRp2Gw2cnNzAdi2bRtjxoxh7NixTJ8+HdCdjBkzZsi4PPzww8yaNSvIeWssjGuL1+vF5XJx9OhRQJ9Dt9xyi4xBWVkZ+/fv56yzzmLEiBEA3HrrrURFRXHnnXcC8MILL/DnP/+Zc845p1mRFXWtQCBAbW0tlZWVgD4X7r33XiZPniwHMIBjx47JfB40aBD33HMPGRkZANx111385S9/4bnnnpM5pRjxpjhsyhZ1CC0uLmb//v289NJL9OnTB9AZ+Li4OKqqquRzIyIiePjhhwH9wPOb3/yGp556ir/+9a+Avl40dXyUPepQWltbS0FBAbt27eKrr74CoEuXLlx++eViS3R0NCUlJeTn5wPw7LPPkp6ezpw5c3jllVcAeOSRR+o59Y2FGsva2lq8Xi9VVVXyLFVXV+N0Ohk7diygj118fDylpaUAfP7553z22WekpKQwZ84cAL799lsmTZrUKtEdn88n9uXm5kqkC/QDsdvtxmq1Chnz7LPPkpOTw5AhQwCYMWMGtbW1ckBrKeo+b+oZUZELn88na4PH4+Huu+8mISEBgOuvv55hw4bJuLQ2EdTQM6GeR5/Ph8vlknVq8ODB/OIXv5BxaY39oil2+v1+mUPjx49n0qRJPPTQQwCEh4e3+0FM3bOCggLOPvts7rzzTn7xi18ArX+fGotAIEBubi7Dhg3jscceA+COO+5o9YNyY6FpGvv37xdS84UXXmD69OlNvldN6TBoOs+cfIgPHz5MfHy8hGo3b95MUVERgwcPlt+lpqYyevRo2bguu+wyvF4vUVFRFBUVATTL0agLn8/Hd999R+fOnQFISkpi7dq1lJSUMHToUEDfuHr27Mk555wDwAMPPMAll1xCdXW1bJ45OTnN3riMcLvdfPLJJwB0796d3r1788UXXwjDPWjQIOLj42VjGDt2LPfffz+XX345ZWVlgL7x7ty5U9i7lqCiooK///3vAPTu3ZsxY8awaNEi+Xv//v1l8R0/fjwjR47knnvuYfLkyYC+EPXv318OQoqRbirU86MY1WeffZbU1FS5zocffojD4RBHKDk5mWnTpjFgwABmzpwJwC233MKRI0cYM2YMoLP40dHRzbLFKCvYtm0bzz77LPHx8QDcfPPNfPTRRzIuXbt2JTExkQcffJDs7GxAH6s//OEPwv6ef/75vPnmm8TExDTLEVOHCoBPPvlE7llKSgrXXnsty5cvB6Bv375ERUWRnJwskqj09HQyMzN5//33AV0iNW7cOP7xj3+Ik9sUdlc5qOXl5VgsFv785z8D8N5775GWlsb48eM5cOAAoM+fPn36yMb90ksvER4eLvNky5YtFBYWMnHiRJ566ikAoqKiGm2P2hCrq6s5ePCgPBO33HILW7duJSYmhrPPPlvGMTs7W+5RIBDgqaeeEuc/JiaG6upq/H4/N910E6CvBXa7vcmHi+LiYtSaGRYWxsyZMzlx4oTY17NnT2w2G6NGjQIgLS2N0tJSXnrpJeCk02az2UT6c/fdd/PTn/60yRu9pmkcO3YM0KMS1dXV3H///VRUVAA6496pUyc5aI4YMYKoqCh5FhcvXiwSE7UmDxw4kD/96U/icDfHEaqqqmLnzp1UVFTIeBcXFxMWFibz0u/306tXL8rKyoR0UId9dU2bzca1117Liy++CCARoqbC7/dTXV0t8+G+++7j66+/lghTeHg4FRUVJCQkUFhYCOj3yfhsWiwW7HY7b7/9NqBHDlviJKp1yO/3s3PnThYuXAjo9/HIkSPk5uYK2VFeXt5gUrDat44dO0ZcXFyzbTHCuA64XC4+++wz/v73vwsh5fP5gsalLtRYtsXhQtM0ioqKuO+++wB97/B6vfUSuo2IiIigqqqqzRx6NVaPP/44c+fOlYP1qfxGp9Mp87CtoGkab7/9tuyf6nDaEFTUWx2GzoSmOM9mwqAJEyZMmDBhwoQJE42EyTyDsGx9+/bFbrcL2xQeHs6OHTtISkoSSUZ8fDx5eXn069cP0JOuYmNjqa2tFUZ41apVLbZ91apVnH/++XL6Dg0NJTo6mvXr15OW9v/Z++7oqMrt7eecmUxJbxASkgCBBBICoYSudARRUCEgChe5AgIiKigC3mu7ehULCmIBbAgKKAiCAiKggIoIwVBCh0BCQkgvk+lzzvv9MevdzCQBM5ME7vfzPGuxNMmUfd66y7P3bg4AyMnJQUREBIXCu3fvjsrKSjRr1owsxL59+2LTpk31lmfVqlWYNGkSAOe4aDQahIWFYefOnQCcXuWzZ8+iRYsWAIDz589j8ODBKC4uRuvWrQE4vWx33HEHPvnkEwDeeX34en311VcpFOvr6wuNRkPc2HXr1qF169Y4duwYACfP+PTp00hLSyOvVEpKCiorKymZ8c033/Qq5MTLqs2ZMweA00MZGBhI3rCOHTvinXfeoUTKQ4cOoWPHjjh27BjREbKystCnTx+it4wcORLz58/3KlzJefoA8PDDD+Obb74hb5iPjw/69+9PIb927drh8OHDSExMJA/8okWLcObMGaIpMcYwcOBAPPLIIx55W7gnpaioiH4eO3YseTW5TCNHjgTgpGjExcXh9OnTaNasGQCn53Dnzp3EH+/WrRsCAwMxYMAAjBo1CkDdozyuXvDNmzdDq9Vi+vTpAJyeL71eD8YYhg0bBgCYMWMG4uLicPHiRQBOb+OmTZvIc3fs2DGkpqYiKSkJAwYMAAD06dMHarW6TrQN7tG5cuUK5s+fTzSIXbt2ER+be3u7deuGBx98kM6cnJwc7Nu3j+gLRqMRBQUFaNOmDR5++GEAzshPmzZtPFrTNpsNa9eupTCs0Wik+ePPEhAQgMjISAwePBgAEB8fj/PnzxNfPysrC6Iowmw2U9TsnXfewcCBAyl6V9d9b7PZKFy+cuVKVFVV1fAK6vV6GqeOHTsiLCyMaEnnzp1DWVkZUesA57rbvn07ce294cwvXrwYCxcuRFlZGc0jB/88Hx8fREREwGq1kswGgwF2u90tuTggIIDyaVwpQ57g8uXLmDp1Kg4cOAAAdI5wcI56YGAgRQo5haP6/c+jBfn5+V6H4CVJwm+//QYAWLp0KTZt2lTDe8o93YCTQnIjPaR///5EG6oPLBYLLl26hP79+wMAioqKapR6ValUN/T0AsCKFSswderUesvDqT8A8Nxzz2HZsmW1zt1f6WhXr14lellDobi4GJMnT3aL5tYVfL3Xh3pYHZIk0fq+/fbbPS4dynM1/gqeeJ7/9gmDBoOBOJYtW7bEpUuXKGnowIEDCAsLgyAIdKEDznAh32Ddu3dHeno6NBoNFi9eXG95srOzATjpINHR0aTstWzZEjt37kRUVBQtAq4s8ktJkiQMHz4cP/zwA/Hv5s6dW2+Z9u3bh0cffZTGoLCwEAkJCdiwYQMpy6IoEvcTcIZLJEnC+PHjKRTo7++PiRMn1jvEtGTJErz22mt0YBQVFSE5OZkoAVxpSElJAeA8gMLCwiDLMilMn332GYKCgjB8+HB6jTdgjGHmzJn48ssvATgvn+LiYgwcOBAA8NJLLyEhIYEOkh49ekAQBDee4+zZs7F8+XKiV/Ts2bNe8owePRoA8Msvv6Bp06ZU1ePee+/F1KlTiUKi1WrRrVs3qFQqt2of06dPxxdffAHASVNKTk72+iLlh9ywYcNw/vx5esbKykqMHTsW9957LwDnnPn5+SEpKYkU4tTUVGzdupWe58cff6SERq6k1KXyA6ez8IvSZrNhxowZpEjodDrIsowHHngA48ePBwB06NABOp2OjFcfHx9cvnyZDL+ePXvi5MmTUKlURNERRbHO8nClq7CwEGVlZdi1axf9TaVSwd/fnz532rRpSEhIIOOlZcuWSE1NxXPPPQfAmfgZFBSEq1evYseOHQCcRomn/Guz2YycnByiRXC6gSAINA7jx4/HzJkzKadCEARUVVWRw2Du3LnIzc2Fj48P0bU2bdqEYcOGebym7XY7Ke9c8XSFWq3G6NGjyYiOjo4GADJEnnnmGXz99dcwm8303VarFQcPHkT37t09kgW4RkXIzs5GeXl5DXlEUSSjc8mSJWjTpg0YYxTGHjJkCE6ePOmmnFWv8uINTCYTTp8+TfPGwZ+5S5cuWLFiBdq3b+/Gre/RowcZg9XXSX2r2fB7bPfu3W7PJwgCOnXqhI8++ggdOnQg+U+dOkVKbXUDiYfe6wtBEJCRkUEKKq/c0717dyxduhSA06ly9epVfPvttwCAJ554ooai1lCKqusYHzp0iCp79evXD4DTocMdLQDw4Ycf4uOPP67xOQ2ppHKUlJTgjz/+oDNn2LBheOmll+hOXb9+PZYuXeqW/1XbczUkOL1JrVZjxIgR+Ne//gXAyZH/z3/+g5UrV9K6uxn42yvPy5Yto8M2KSkJu3fvJo/JiRMnEBgY6Obd2r9/P/71r3/RIXTo0CEwxmCxWDB06FAATkvQ2ySHt956C4DT6xMXF4fvvvsOgJPXm5mZifDwcLLYBUHAL7/8gtdeew2A8/Lbvn07ZFmmEnJjx47FxYsXvdpg/NB4//33YTKZKFnqq6++QpcuXXDixAnygut0OgiCgD179gBwXh4GgwFr166lw7O8vBzTpk2jw4A/hyeQZRnbtm2DyWSiefrss8/Qq1cvnDlzBoDz8NXpdDQHO3bswMcff4yysjJSsCVJgsVioYu3d+/ebgk/dYXdbkdmZiYpYs2bN8eHH35IPPTLly/D4XDQ+KvVamzduhWrV68mpXbx4sWQJInmbNmyZejRo4fHPGxelo5zK81mM2JjYymJrGfPnjW4XxqNBhs3biROYlVVFZYuXUqKQllZGb766iukpKR45BnjitvRo0fpcy0WC3G533jjDfTu3Zv2Ed9jvr6+lGj266+/QqVSYeXKlQCcXqGrV69i37595IWtCxeyevWHH374wY3bGBwcjKeffhppaWnkxeSJQXwO3nrrLezbt4/mcceOHdBoNKisrCTPeFxcXJ3WkKsyGhAQgIyMDLdKID4+PnjyySfJuxUYGOi2VwICArB48WIcOnSIfsdzG06cOAHgWvKcJ+eQv78/wsPDa3i/RFHE008/DQCYM2cO/P393YwplUpF5QX5ey0WC3nViouLvWrm5Mox558FXLuc58yZg5deesntPASuKRN+fn70Pv79VqvVa0OQj2WnTp3c5OHf/dxzz5FB4zrufK579epF88PhcDjqnQMSHR0No9HopuQJgkD76KGHHqKx4WPl6+uLgQMHYu3atW6fxWWpjwKkUqmQkJAA4FrpVz4eR48eJeOdQ6PRoHv37lR9qHq0+M477/RaFlf4+PggNDSU1lRoaChOnTpVI78kJiaGooILFy4k3j3HoEGDGkQe4No66dOnD1q0aIFly5bViKbxiPYHH3yAdevWkb7C0VB8cFdERUVhy5YtFKGpvmfGjRuHUaNGISAgoIax0xhJjKIokuHw5Zdf1lifL774IubPn09zW1uko8FlavBPVKBAgQIFChQoUKDg/yj+9p7nESNG4D//+Q8Ap2dg0aJFlIXfvn37GhbMsmXLcOTIEQqpfvfdd7BYLG61T+tTWmfcuHEAgNWrV6Nnz55UeeCtt95Chw4d4HA43CzTtWvXUrm4CRMmYP369TCZTGRp8eYq9UFaWhp27txJ9JbVq1ejU6dOSE5OJm4192hs27YNgLMawZQpU7B69WoKW6rVakiSVK9qJJyXmpGRQfJ888036NmzJ3k0TCYTtFoteWIOHDiAc+fOYcaMGWS9lpWVQa/Xk8fYGy844LRwe/XqhaysLADOsmLbtm2j0FtcXBwMBgM9syAIOHPmDPLz86kM4fLly1FQUEDhSYPB4JUXHHB6wpOTkwE4PX7JyclUY7p///5o3rw5hdN5RRaDwUDjMHr0aCxfvpzC5c2aNYPBYPDYO+ZauxhwenNkWSbZ9uzZg0GDBpHXpLy8nKg1XC5ZlpGUlETea4PBgFatWqGgoMBjD5kkSW4eEl9fX6I79ezZEwUFBQgKCqJ1wKMX3GMZExPjtkZkWQZjDElJSTh79iwAz/Y997iXlpZCq9XSHhVFEZ07d0ZkZCR5xFzXDv9vdHQ0ja8sy5AkCYGBgcThLy4uRnx8vEe0DUmS4OPjQ55SHglp3bo1edv8/PxqeKFc+au8Fj1jjCg6c+fO9YqawBij6j1arZay6iMjIwEAU6ZMqbWiCP85KCjIrZwc4Iwy8NwNbzFo0CC3PBgu0+OPP37DNVC9yQ7g9CrWtxqSXq/HBx98gAkTJgBwrq3bb78dDzzwAIDa5756NIaDlz2tDwRBoLN54cKFmDdvHlEaXal91d9T3ZvPMWXKlHrLBDj31pAhQzBmzBgAzgoS16twwtd4bREGfm40lEwA8NRTT8HPz++Gd7UoijX2kWvN+4aEv78/unXrdsPPds0l4GjIsXEFL895I9QmD6eXNQb+1sqzxWJBUlISHa6TJk3CgAEDiP9UVVWFgIAAOBwOWuQ2mw0tWrSgJDy+uRhjdDBcuXKFKAWeoKKigkooAc5wG+eEfvDBBzAYDAgICKCLV6VSoaqqinjHa9euhc1mgyAItIjatWuHrKwsStrzBLxs17hx4yAIAh3GU6ZMwbJly1BZWUmhfKvVCpVKRTzJmJgYfP75526KvMPhQHJyMoW5OefNE/zyyy945plnIIoiRowYAQB4/vnn4e/vT5SE0NBQmM1mOogKCgoQGhqKjz/+mBRHURRhsVhI4T548CCV36orGGP49NNPsWTJEroA77zzTnz44YcUPiopKUFYWBiF2jQaDS5dugSdToePPvoIgJOzrdVqyciIi4vDvn37KBGtrpBlGUuWLCGOeWhoKIYPH05JH35+figtLaXarmVlZdDpdDh+/DgdymvWrEFRUREdgsXFxWjWrBn27dvncbhSkiSqF33w4EFERkZS7e2MjAwEBgbSMwcHB6OoqAhqtdqtju+ePXuI3hIREYH8/HxERkYS127AgAF1ujxEUaR9c/z4cVRUVJBympycjJiYGGo0AjgvpdLSUjobDh48iOLiYgrhWiwWREdHIzs7m/bokSNH/vLC4eDUAp1Oh6qqKvpeURQRFxeH1NRUUppdO3sCzjNoz549pNxWVlZClmU0a9aMEhzVajUKCgooT6EuMqnVajJwOQRBQLt27SgM78o1B5xrzmQyERXLbrfT2cP3Fu8mWd3Q/iu4KguuSgyn7DRv3rzWhih8r2VmZta4TO+8884aHTg9VT4CAwMp8Y9/VufOna9bXpI3s9m7d2+Nv/FcifpAFEXEx8eTwe1wONC3b98bOilMJlONJDxBEMhYaQiZAGDw4MHQ6/V0r12PMlNZWYnz58+7/c61S2tDQRRFKvno5+d33bnn3Fl+9nBw47+hodFo/vI59+/fX6MsG6fm3AosW7ashnHBKYO3ArXx07kO0xj4WyvPe/fudTs8Bw8ejN9//50WAE/qcs2g37RpE3x9fd0WjVqthsPhoMPTG8UZcFYB4N8jiiLGjh1LdXAvXrxICTH84mWM4ZtvviGLjCvOPj4+5GXTaDRuyWCegCdNyLIMlUqFmTNnAgC2bt2KU6dOuSnkWq0WsixTTV4/Pz8YjUaIokiXpdlsBmOMLj9PwMflxx9/pMzZ//73vwCcRsORI0foUATgpght2rSJFEeuUHOlhV9srp3u6gpJknDu3Dm3JikrVqzAkiVLqG6o60ENOC+2rVu3wt/fnxQx3iGO80WLiorQq1cvj2RhjMFqtaKkpIQUHIPBgC+//BIvv/wyACeXMCEhgcYyMDAQNpsNe/fupTk6ffq0mwfEaDQiOzsb3bp189iLWVpaSoqMVqtFaWkpNm/eDABYsGAB9u7dS5eRJEkICAiA2Wwm/mxVVRX+/PNPNwPNarXi8OHDVOOzrsqPJEk4deoUAKfiq9VqSZlLT09Hnz59sG7dOqoiERgYCL1eT5fn0aNHcfHiRTIOAwMDqUoH5x7ffffddc4C50rd3r17ac8Czn1/9uxZnD9/ntbQsGHDEBQU5Davhw4dIs8nYwy+vr64evUqefxyc3O92me8QyDgVJQFQcCJEyfIAEtMTERKSgqtD7VajeLiYkp4dOWw87r3PMHK04icIAgUwdHpdDCZTBBFkXjDK1aswNixY8kY5PLwcdm+fTv9nitiWq3WLf/DG6+dv78/hg4dSucj4FS2Dh06RMqnj48PZFmGKIq07o4cOeL2OUFBQQ3WICU5OZn2BF8b3FHA94/r2ty4cSMlo3OMHj26wb2Ybdq0wfHjx6kilN1ud2veAjjX3Ny5c2tweV09+w2JWbNmAXAaENXPD16Vhze5qq4c8ihYQ0Ov19eaF8DzWADgnnvuqXG+8OZWDY3rrQP+/efPn6cKU67wtl9CfcAYw6ZNm7BixYoaf2vMpi1/a+WZV17gyufgwYORkJBAFyYvt+XqYaioqEC/fv3oYpMkCWq1GrIs17ucDm+JDDiTgvr370/em4KCAtpcfGHLsoyrV69SqHb//v0UeuWKI7+cvQFPNAOcBzBv4pGUlITc3FwKzwLXQibcezBx4kSUlpbCZrORYuZwOPDLL7/U64Bes2YNGGNo0qQJKQrt27fHhQsX6Jl5xQJ+kR84cADz5s1DQUEBWe5+fn6QZRm///47ye8pRFHE999/D1mWKTzUsWNHJCcn4+TJkwCueeL4hW21WvHdd99h4cKFdHmZzWYEBQXRWKanp3ulaKjVavzxxx+kFHbs2BHt2rWjiMiJEyfcKgTwUPjixYuJznLp0iXYbDbyWKrVapw6dcrj8KBKpUJQUBAuXboEwKnwpaSkoE2bNgCc3vVTp07R5SQIAvR6PSoqKjB58mQATqPH9YJv27Yt8vLyyGPO31cXBVoURSQlJdEzGY1GitgkJSWhQ4cOYIzR9/n7+7tV1RkyZAgKCwtp/HhYs6SkhJQBvs7rYmTwv40ZMwbvvfceXZDh4eEYPnw4UlJSaC9lZGSge/fu9MxlZWVISEgg5cLhcCAoKAh33HEHKSA8EsRRlzESBAF33XUXZbUfO3YMwcHBePTRR+kcEkURhw8fprELDQ1FZmamW8dHQRAQERFBHTOrqqpQWVnplaLIvyctLQ1r1qxBeHg40eoiIyORn59Pc9asWTP4+/vX6o3j+/P55593aybkDcVOFEUsXboUFy9eJAfCU089BY1Gg3PnzgFwni+hoaGQZZlK/1XH448/3mBhbrVajVdffRWAkwLl7+9Pz5ifn0/lPHm0wvVs52gML6ZarUazZs2oBB5XBl2jD9nZ2di6davb+wRBaLAqG9XB94Gfnx8l+/PzX5Ik/Pjjj0TD4+Dnd2N2F6yNKmKz2fDee+8BgFvzEU5tu1nga4lHv1555ZUahkVDJXbWBa5GhNFoxKJFi2oYH6tWrWpUGZSEQQUKFChQoECBAgUK6oi/peeZe3m4V4xb4/Pnz4fVaiXriocDGWNUD3Ps2LFYunQpevToQZ/HEwb5+7xBSUkJFcvnMs6fP588pbIsuyXBAc6GBJMnT6awfP/+/SEIAtElgGt8O09RUFDgJk9paSnmz59Pn6lWq93kkWUZf/75JzU1mDNnDrZv3w5RFCl8qFarUVlZ6ZX1zqk0OTk5EAQB+fn51OyjrKwM/v7+xPnjxf95zdvly5dj4sSJWL9+PXmaCgsL3cLy3siUl5eHixcvQqVSEbfq+++/R0FBAa0dPz8/Nx7oF198gZ07d2LYsGFYt24dAKfHMjc3l8KrhYWFHnvEGGO4fPkyzpw5QyHqY8eOYd26dcTfa9q0Kfz8/KgerF6vx/Lly5GZmUm0lW+++QYBAQHkQYuOjkZubi40Go1HtA1ZlpGbm0vlAwMCAnD06FHyBmRlZSEqKopk5c+/evVq8ri2bdsWO3fuJC9LZmYmOnfujMzMTPLC8lqtdQHf57m5ucSfBpxezaysLERHR9N+uXjxIpo2bUo0k3PnziEyMpKoCC1btkR+fj569OhB5Rldva9/Bf6awMBAWCwW4hQXFBQgKSkJFy5cILrD7t270apVKwqJ7tq1CxUVFTR2KpUKvXv3RlhYGEWHtmzZglGjRnlUt5fXQ+ffm5qaiqtXr7p5LIODg6nuOwCi/fCzTxRF+Pj4IC0tjTxRTZo0wfnz58n76An4nh47dizUajXOnj1LZ3GzZs2g1+uJI9++fXs4HA6KJnHPmI+PD7VQj4qKgkqlor9543kWBAEhISH44YcfiIrBkyZ5FLOgoAAxMTGwWq0kD98//DXz589v0LAyHyuNRkNJpIDzfKmqqoJer6fISXUKSVJSktftwf8KrsmJsixTeTPXGup8L3Lw6EJjg88bXw+85Cpf7xzVKS6NCX6OyLJM0TjA3SNdfbwaG7yGPV+7ly9frkEh4cUCbgZczzN/f383XYWjsSgtJMPfscMgX5z8cOETMXPmTLz77rsU9nYl8fNxmjhxIvFWAWcYw+FwYOrUqRReUavVHh+KWq3WrRqASqXCjBkzKLxmNBqh1+shiqJbh6qHH36YnmP79u0wGo0wm810uS1atAgqlcrjOs+uyVx8LHh1iCVLlqC8vBwBAQFuCoMkSfQaWZaxe/duVFVV0eafNWsW/vvf/9LYeFJRgteTzs/Pp85cvJvaokWLkJ+f78ZRd6VtPProo3A4HDhw4AAdivn5+XjiiSeozrMsyx6HCVNTU3H06FE4HA6Sb9y4cVi4cCEpgC1atHAbf6vVitmzZ6OqqooUVKvVirNnz+LJJ58E4AwBm0wm4rjXBYwxTJgwAVu2bKFn7NatG/r37+/Gee7QoQOtH19fXxiNRjz11FNkRJSWlsLX1xd//PEHAGdoefr06SgqKiLaQ10gyzJeffVVSorMz89HWloahbmfffZZbNu2jRrBkpFMAAAgAElEQVQjyLKMkJAQFBYW4tlnnwXgNJR4+BsAfv/9d0yZMgUTJkygyyw1NbXOyjxXcpctW4Zdu3aR8eXj44Pp06fj22+/Jc4zpwZxfu2sWbNQWFhIFJg2bdogKysLt99+O1U5KC8vR9u2beskDz9PSkpKcPToUVLuZs6cibKyMtx5553UtY833uDKzapVq/DCCy/QZZqYmIj777+fqn8Azrm32+1UzcSTqiT8/Dt8+DDi4uJQVlZGeRxXr15FXFyc28U5adIk4v+KooguXbrggw8+IMqFj4+Pm6HtTYUAnlcgCALta1EU3eok845t3BDJzc2lxOI1a9YAgBvdpyHBKX6uNDbGGHWgBZzKjyAIxM1sqCoSnsjIqT68YgkfB4PB0GiVEv4Ku3btwpAhQ+hnfpc0JkXiRnj00Ufx4Ycf0s+uxtatAM9d4FRAnU5XL0ddQyAgIIAoYvyMqZ5ceTNRPdG5Xbt2lGvgCQSlw+CNwQ9brhxyT8u7774LWZbdSgfxw5BznH/88UdUVlbSZuL//f7776kBhzebPjQ01C1TtXXr1nj33XdpQXCvkytfb//+/dizZw95w2w2GyngPFnmvffe80qe6Ohot8XXo0cPLFmyBIDzmUNDQ90uC1mWsW/fPkqoyM7Ohtlspkx7wNmp0LV5SV3BGKMC+tziHjFiBBYtWkTycOWV/yxJEiVbXr16FSdOnEBlZaWbp/no0aOkwHvaehpwKijHjh2DKIpUYvC1116D3W6nCxxwRib4PO7evRsWiwWnTp2icnB5eXkQRZF4dn5+fh4r8owxdOnSBdu3b3frBjdt2jRaEz169ABjjDzPkiRhz549CA4OpioNRUVFuHDhAhk4ubm5bgqsJ+jbty8ZmaIoYsKECVRBxGazYcSIEbSWOaf/wIEDpHSZzWbk5eVRq1+VSoWysjL4+fnReqgrBEEg7/qwYcPQunVrqh4TFRUFm82G+++/nxSzqqoqlJSUUBWJli1bQq/XUyRo48aN8PPzo2oCADwaI74nwsLC0KtXL3z99dcAnBejj48P7Ha7W9KSJElkhJ47dw7h4eG0lnU6HTZv3oxevXq5tWL3pvmGa1tw3ugnKiqK1nxISIhbGcL8/HxkZ2e78b1jY2ORnp5OCrdWq6XkQ2/hWg7velUkZFnGyZMn6VIXRREajQYDBw50y4doDKWMc72rY8OGDW5czMDAQDz44IMN/v11gSAI1PyDgzfguFWKM3CtPCvHV199dcsUZwA1Es+qd2682eBKM4e30eSGhGty561Umjmql/DzRnH2FArnWYECBQoUKFCgQIGCOuJv6XnmtTXvv/9+mM1m8ty++eabmDZtmhsXa9myZZgyZQqVDuPVNbhlHBERgYKCApSUlNQrg/uHH37A4MGDyYrLy8vDJ598Qs1YtFottFotPv30U+LyDBkyxK2ahVqtRkREBC5fvkxeTdfW0J5g165dFMLOzs7GhQsXqFV43759YbfbodVqaSzHjh2LkSNHkmdOr9dDq9UiIiKCvJp5eXmw2+1ejQ/nBz/88MM4fPgwLl26RB7J5ORkWCwWmreNGzdixIgRFE43m83U6peHK0+fPo2srCzyynoyRtwLt2jRIoSFheHSpUsUxcjMzESLFi3IMvf398fOnTup5Nb06dNhtVqh1WrJWx4VFYVjx4651RDmYW5PPDCPPfYY4uPjKaRXWFiInJwct7rOwcHBFEVJSUnB3LlzqaQW4Gw9HB0dTY13HA4HTCaTW4OHulCSGGPo3bs3tf/VarXIycmh9c1L9XEqwpUrVxATE4OXX36ZvGBGoxF9+/alyh8nT55EkyZNYDabqSwk3491Af+uf/zjHxBFkegJjDFoNBpUVVWRV9Nut0MURaJicQwfPhyAc99XVVWhd+/ebm2hPZ0zXvzflXrA5XGtRCJJEnlX9u3bB0mSqAxiWloaLBYLNBoN4uPjAYBaIteHluf6HK5UMeCap8dqtSI3N5fGtnv37nj++ecRERFRoyV0Y0OSJFRWVtIZFBwcjHvvvRdTp051azRzs7yasixTAx3AGZnYunVrvdtxewtJkigHAXBGPTgf+1aAr29OM+NnM29icitgs9ncIgXt2rW7ZfMF1PQy9+3b95Z65at7mR966KFbJMk1uNZyfu21127a9/7tlGdZlikcyZUMvonnzZuH999/n/iqiYmJaNGiBZ577jl6jUajQWBgIClHvCD9Tz/95FXyB7+E4uLiUFJSQpeT0WjE1KlTqcPg/v37MWjQIISHh1NHRKvVCj8/PwrVVlZWwm63Y/DgwUTe96a7oMPhQHBwMI2D3W6H2WzGfffdBwC47777sGbNGvzzn/8kRfitt96CyWSi5K6goCBUVlZCkiRSODZs2OBVd0GHw0EX8M8//4yKigoUFBRQ044ZM2bgjTfewAsvvADAOXaffvophbnbtGkDPz8/lJeXk8I0cuRIfP7551519+JrQa1W4+eff8bx48fpudesWYP//Oc/VAZx+fLlKCkpofrXZWVluP322yFJEh2MVqsVo0aNIlqMp93zuEwqlQqnT5+mBj6pqalYunQpFi5cCAAYOnQodu7cSXzh3bt3o6SkBKNGjXJbz4IgUOMP3oDGk8Q8Ti1yDdX/9NNPiI+Ppzl65JFHkJSURLSI0tJSnDhxAqWlpRg5ciQAp0ItyzIp03fddReGDx/u1ozCm/XNubLcYMrKykLz5s0RGBhI9Wh5zWy+Xv75z3/i7NmztF5SUlIQFhaGwMBAtzVd3wQw17KYXL6qqioYDAZKirHb7XjsscdofwYEBKBz586UiAV4t4bqKp/D4aBxOXr0KNRqNZ544gkA15KsNRqNW+JTfbqu/hX4eNlsNuzYsYPm4+mnn8aYMWMajarxV3A4HMjOziZ5Vq5c6XG99IaEJEl0V6jVamRkZHjlWGko8HM0KCgIdrudnCy3EpIkQafT0fquTpm42eBlV/n/19Zo52aiesm+lStX3kJpnOBnjiAIVNTgZuBvpzyLokhekldffRXPPvssLQS1Wo3c3FxS1FQqFc6ePUuJeoBzw3fq1MmNW6zX670+CPnG0Ov12L17NwYOHEiyBAQE4Pjx4wBAdTp5TWD+XovFQvWOJUnCli1bEBgYWK+DmV96p0+fBuCsehAUFETZ8pwnq9frqZJGkyZN3LrkJSUlITo6Gl9++SVxyr1VLFw9/efPn0fbtm2RmppKHNOdO3ciKiqKxiUnJwexsbHEE7969Sq6dOmCkJAQ6h4ZHx/vlnzpCfgBIkkSdu7ciYcffpg8y7yWNfdYxsbGYv/+/ZT0ERwcjOPHj6Njx460Dl9//XX06NGD1oI348RrjT/55JPo2rUrACdv/aGHHqKIwfvvv482bdoQv7ZHjx6IiYnBb7/9RolmkiRhxowZlMDDky899aZyrydPehw5ciREUSTPwKFDhzB79mz63hUrVqBHjx7o3r07Jfa1adPGrevmAw88ALVaXa/27oBz37iOcevWrWEwGLB8+XLiRX/66aeIjIwkA+3XX39FXFwceclSU1MxcOBAN3kaShniNdM5Bz4oKAhbt24lj9i4ceOwd+9emqOgoCCIooiYmBjau42lrHJOOM9tqKqqwsSJEylSMXfuXAQFBUGSJOKCN6a319WzzhtJ8Wjd5cuX0aRJE9obQOM2TaiO/Px8tGrVipwH/J64VZ7D7Oxsyido0aKFV3kMDQl+v7Ro0QL33Xdfvfd1Q+DQoUOIiIighPtb6eUFnA4OnpD32Wef3VJZAGD9+vUAnBx5nlR+q7FixQrodLqbbnwpnGcFChQoUKBAgQIFCuqIv53nGbjmWZ09eza6detGoeSzZ8+ipKTEzdpcs2YNJk+eTBnBffr0wbRp08iz01AlddRqNXr37k1hog8++AC//fYbeXi4J+/LL7+kzl3jx49HfHw8nnnmGQCgttwNJQ/3GmZlZWHPnj3YvXs3AOeY8Fqiq1evBuAs5fXQQw9RSP2ll16iDnb1lYd3zwOcIeoTJ07gypUr2LdvHwDgu+++g6+vL4XaPv30UyxYsIA61dntdrz66qvUkpt/prdyuUYqACc1g3skc3JysGjRIhqH4uJivP/++0SdmDFjBq5evYpXXnmFPHOcR1Yfr5goikRH6NmzJwDn2nQtOxcaGoqLFy9SDdWPP/4YTz75JA4ePEhUII1G49bN0tsqCfxZ+Odwbz2P6uzfvx+xsbHEV1uwYAE2b96M6dOnY+PGjQCclBGbzUZVaOx2O3x9fb2au+qvdw3lC4KAS5cuoV+/flQ+cNKkSdi0aRMmTpwIwOlxefzxx6k2PG/j6+fn1yjeKZvNRlSgkpIS3HbbbTQuw4YNQ2BgIIYOHQrA6QXmdA9vaCyeQBAEmEwm6hT5+++/Y/DgwURBatq0KQoKCqDT6WjuG1sm7g1v2rQpiouLMWnSJADOtcbl5TSWm+V55lQVjUZD0Zbw8HC3akk30wvOaVecV/zUU0/dNC769cDPv7Zt29L5eKvRtGlTpKSkUAvvW424uDh06tQJgHPf32rwqGZqairlXNxq3HHHHdiyZQtFuG8W/pZ1nquDUw8cDgcqKyvpImjTpg0lbt3Mgw5wltGzWCykEBYXFyMhIcHtwOMK9c0ILRmNRhoXSZJw5coVxMfH0wHo2oIaaPxwl9lsdlOEs7KyqDycr68vJElyK5/lLUWjruBJSpWVlfDx8SEjKCEhAf7+/kTz0ev1YIzBx8fHbU01xjzabDZUVFTQvKSnpyM5OZnoLLy2qyiKbkmnXB6g4S54Xt7Mdc4yMjJozvz9/VFcXAxBEIjj7Ovr60aJ4jzlhhon/oxWq5Va3XP+HOAsn8fPhlatWsHhcJBRxOuK8qYK/JkaArIsQ5ZlGiutVguz2UxGREFBAdq3b4+ysjIATtoGVw753DY0PYCPlcPhgMPhIFmKioogyzJiY2MBXGtAExISQg4GbvA0BmRZpr2XkZEBk8lECmJ4eDjy8vKIzw6gQWg/dYHJZMI333yDyspKom2EhYXBYDC48cJvFo3DYDDgrbfeIiN/3rx5CA4OduPX30yKQmlpKR577DH6/6+++opobLeC2lJSUgIAGDx4MIxGI9GQGss4rguKi4uRkpJCOkBOTs4tTV4sKiqihGSbzYbS0lKvcoYaCrxZUosWLeBwOGA0Guu9tz2p86wozwoUNAJc99WtOnyr721eyYErxK5yuSYxNZZB5prF7lorGLjm4Xb9Xl4FhL+uvrWCq4M/M/cGms1mt4QY185ogNNg45eFxWKpoRQ2hGyuSirPH1Cr1W411bVaLWRZJi94TEwMSkpKEB0d7eblbUgjg8+d2WzG5cuXaQ2Jogi9Xk/J1z/88APuuecelJaWEp+9sZRVxhgsFgslLWk0Gvj5+bnVxF+3bh0WLFhASkdsbGyjecIZY6ToDB8+HJIkoWnTpmQgRkVFYe/evZQYHBISQt7xxoTRaETz5s3hcDhobEaMGIGkpCQy6p944ombIgvgVMKaNWtG61mlUuH222+n+tedOnVC165db9q5eeTIEXTu3Nntd1xJfOONN9CvXz/iHd8MfPzxxwCAqVOnuv0+IiICGzZsQPfu3W86P3zy5Mn49NNP3X4XEBCAgwcP0vq+mQ7GLl26ICMjw+13Op2OIpmRkZFerR+lSYoCBbcYtzrRpDYZbiRTQyuBtaH64fpXSW08WtBYyo6rx1gURVIs+O9cjQjGmFtHTNemEg05Xq6UIJ4AyzPuuaKjVqtht9vdusS1bNmyURuAuCrLPj4+iImJAeAsP8npCYAz+dJutyMlJaXB5agO3hSFt1BPS0vDoUOHyABKTExESEgIzGYzJew25r602WyUYPrHH39Aq9UiICCAysENHDgQAQEBtI4a22vHuwlGR0dTZQtu5KxatQqpqamksHIveGNj9erVRIXicDgc2LNnDzXA2rhx4007PwcNGkTNtFzB6Vvz5s0jL/TNQEhICEW7qqOgoABTp05FZmbmTZOnejdmVxgMBowbN66GEtvYuN7asFgsGD16NADclBKMSsKgAgUKFChQoECBAgV1hELbUKBAwd8S1evtenIWNmbpNf7ZPBGuOmef01lcPfmN7anjY1NcXAxRFEk2nU4Hu91OnGLOnb0ZnkNZlrF27Vrygv/000+47bbbyGPfsWPHGrkFjQlJkihZ0dfXFz///DPuvvtuataUkpLSqPWua5MHADp37gyTyYTS0lKMGDECAPDOO+/cklJ1sixToyMu35AhQ7Bp06ZbUnNalmXo9Xq3hkS33347eaNvdgSR58MAzvkTRRF9+vQBAEqQv9nyADXzq+644w788MMPN10ejurzMmbMGCrBWs/PVTjPgKI8K1CgQIECBQoUKPhreKI8K7QNBQoUKFCgQIECBQrqCEV5VqBAgQIFChQoUKCgjlCUZwUKFChQoECBAgUK6ghFeVagQIECBQoUKFCgoI5QlGcFCv5mcG24oUCBAgUKFCjwDIryrECBAgUKFChQoEBBHaEozx7if81j978oz/+iTP9LuJnyuH7X9b73ZsvzvzYfChQoUKBAgSdQlOdqsNlskCQJkiSBMQar1Qq73U6XfrNmzSBJEnJycpCTk4N9+/Y1qjJgtVphtVohSRJkWYbVaoXNZoPNZgNjDElJSZBlGbIso6ioCJmZmSRrY8llsVjgcDhIHqvVCovFAsYYRo4ciZEjR0KWZVRWViI7O7vR5OGfyeXh82a1WmEymejvTz/9NGRZhtFoRFFREYqKihptfLg8drud/tlsNhgMBhgMBjDGsHr1asiyDIvFAovFgsrKykadM75eHA4H/dfhcKCiogKMMbc1Y7PZaC4bcw1JkgSHw0FjJEkSLBYLAKCqqgpVVVVgjEGWZZrXxgT/Lv6PMeb2nbIsN+r3/5VsChQoUKDgfwfqWy3A/xJkWYZGo4HBYADg7JYlSRK+++476qBlNptx2223YdSoUQCAgIAADBo0CDabrcG7ETkcDmg0GgDOzl7+/v5wOBz4/vvvAQDR0dGoqKjAgw8+CAC46667EBISgp49e6KyshJAw3ZIslqtAACNRoOcnBw0bdqUOo19//33SExMRG5uLgDg6aefxh133IHQ0FD07NkTAJCXl9eg8pjNZgCAVqvFqVOn0KpVKwCgMercuTMAIDs7G2+//Ta6d++OyMhIAMCdd96JgwcPNog8rp2XKisr4efnh0OHDgEAkpOTIcsydu7cCQDo0qULMjMz8fXXX5O8sbGxeOyxx/DZZ58BgFs3OW/AFT1BEFBWVgZ/f38AwJ49e9C9e3f6+y+//ILU1FRkZmaipKQEABAcHIwWLVpg8eLFAIC5c+dSh7b6yMS7ZZWWlgIA/Pz88Oeff6J9+/b0mtzcXMTExODKlSsAnEp0UFAQoqKiAACZmZlITU1tkM56siy7zZlWq8Xly5dpfajVakiSBLXaeURarVZUVFTQWPr5+cFisSAgIMDtc72Vx1VBtlgsUKvVZExotVq3znSCIECSJNp7arUaarUajLFG6WDncDhozPlav95z8nF1/XtDn4vVO0P+1Wtvdpc4BQoU/N+H0mEQ1w7jqqoq9OjRA/369QMA+Pv7Y9++fTh27BgGDBgAAIiPj8e7775L7/Xz84PJZEK7du1w4sQJAA1zWTDGUFFRgS5dugAARowYAZ1Oh/T0dBw8eBAAMHz4cPTo0QNPP/00vad58+bIz8/HoEGDAAA7duxoEHlkWSYFq2vXrhg/fjw0Gg0yMzMBOFuH3nPPPbjzzjsBAPfffz8YY+jWrRsOHz4MAJg4cSI+/vjjesvDvYJFRUUAgG7dumHatGlkaJw8eZLkAYD77rsPd9xxB8kFAOvXr8e8efPw/PPPA0C9Wvhyjy0AXL16Fb1798acOXPoc8+ePYsDBw4AcBo4I0aMwJAhQ+g7586dizfffBNLly4FAIwfP75e8nCPqc1mQ15eHvr27QsAWLBgARwOB/Lz8wEA6enpGD58OAYPHoyhQ4cCAPR6PV5//XU89dRTAIB169ahd+/eXsvD9xaPCHDjasiQIZg1axYpnyaTCcePH0eHDh1or911110IDw/H22+/DQCYOXMmtmzZgoSEBK/WEJeFrx9ufGVlZeHBBx9EWloa2rZtCwAICgrCyZMn0bRpUwBA+/btcc899yA2NhYAsGLFCkyePBlbt25FkyZNAHi371296wBQUVGB8+fP44UXXkDXrl0BAHfffTd0Oh1MJpPbc/zjH/8AALRs2RIrV67EjBkzsHHjRgDO9tDegrcqliQJpaWlOHHiBNauXQsA6NSpE0aPHg2j0UjfU1paiuLiYgDAlClTkJCQgM8++wzPPfccAODDDz8kI8Rb8EiF0WikvXThwgXExsZi8ODBAJxjFxgYiIqKCgDOdt0LFy5EQkICPvroIwDA559/jjlz5tT7DOJzxg2YjIwMaLVa6PV6AEBCQgJMJhN0Oh2tsxUrVmDdunXo2LEjAGDJkiU4c+YMunfvXi9ZXGXiKCkpIVkA5zw5HA631u/z5s3D6dOnATjbLc+aNYvmnhuJDQU+Tty4E0WR5GWMwW6309ms0+kwY8YM3HbbbfTaxmixXpth5RqBA4DbbrsN7du3xyuvvALA6bC62cYYHyer1Yr27dtj4MCBWLJkCQDnvN4K45AxBpPJhNatW2P06NEAgMWLF9+SFutcnqqqKsTExAAApk6ditdff93jdaN0GFSgQIECBQoUKFCgoBGgeJ5xzSpetWoVUlNT0a5dOwBOr63NZkNKSgp5l5o3b46OHTtixYoV/Dtgs9kQGhqKq1evAkCDWF8WiwULFy5Ejx49AAD9+vXDN998A5VKhQ4dOgAAmjVrhoSEBPJkLF26FL169YLJZKLw86VLl8gjWx9UVlZi3rx5AIDExERMnDgRX3zxBXm4OnTogMjISKSmOo22jh074rXXXsPgwYNRXl4OAIiLi8PJkyeh1WrrLU9+fj55d2NiYjBnzhyiPTRt2hTx8fEU7h88eDA6deqEOXPmYOzYsQCAwsJCJCYmkldcp9N5JQffPzzqMHv2bERFReHf//43AODjjz9G27Zt0axZMwBAVFQU7r//fnTt2pUs9jlz5iAvLw+dOnUCAPz6669ey+PqXdq2bRueffZZxMXFAXBSaVavXk00Gr1ej5iYGDz11FNITEwE4KSZLFu2DHl5eQCA7t27Y8eOHV7JwznxgNMru3jxYoraxMTEYNKkSfj5558BAL1790ZsbCwCAwMxf/58AECTJk0QHh6OX3/9FYBzzoYNG4Yvv/zSK3n4Pq+srIRKpcJDDz0EANi9ezeCgoIwZMgQFBQUAAD69OmDrl27kudi5syZsNls5Im+cuUKqqqqMH78eHomT/Y9XzdWqxVZWVkIDg6mccjLy4Ner0e3bt1oHLt27UpRKLPZjLlz55J3TKfTkRft0UcfBQC88MILHlM4GGMwGo34888/ATi9jwMHDoTBYKAzJCoqCjqdDv379wcAtGnTBgUFBXjnnXdIVlEUoVarKarw73//GzNnzvTKQ1ZWVgYA+O2336BWqzFq1Ciis6jVaoSFhdG49+3bF6GhocjJyQEAfPfddzQufCyaNm2Kjz76iCJk3qC8vBy7du2CzWbDP//5TwDOtSWKItH7ACAlJQVarRZnzpwBAMr/4OMgCAISEhKwdetWAKB96iksFgtOnz5NdMM777wTZrOZ1q5er4ckSWjevDl55auqqiiSwSEIAoYPHw4A2Lhxo9f3Bs8vAQCj0YjevXtTxEmlUkGr1cJkMiEkJASAc455Tk91eQDggw8+wLRp0xokWuBwOPDmm28CcEYhSktLKT8HAEV4rqcXCYKAy5cvo3nz5vWShYN/T1lZGXbs2IHPP/8cx44dA+A87wRBoGhAbRBFEWazuUHueFfwSOHmzZsBAC+++CLOnz9Pf79eDogoiiRvY9G1iouLkZaWRvfCjfJR+B6oa86MJ55nRXkG8N577wEAZs2aBZVKRQMeGBiIU6dOITw8HBcvXgTgvPQvXbpEio7JZEKzZs1gNBpx9913AwDWrFlTb9kXLFiAhQsXUrhTFEWEh4fj0KFDpBifPHkS8fHxyMrKAgDiOrds2ZIOg7Fjx+KDDz7wSgbXtTF58mRSTn18fKBWqxEVFUXKT1RUFI4cOUIc1lOnTuGOO+5AaWkpkpKSADgPiIceeohCYN5sLr5RxowZQyFqnU4HURSRnJwMAFi7di1iY2NJMe7QoQPS09MxYcIEMnC6dOkCg8GASZMmAXAqlt7Iw5NJBw4cCADYv38/yQMA/fv3xzvvvEPh/iNHjiAxMRG7du3CggULADi5vj179qQLfsyYMZg8ebLHISfGGAwGA72vW7duOHv2rFv49q677sLLL78MwGkInjp1CtHR0fj6668BAKtXr8aFCxfICAoLC0NaWhruu+8+j+WRZZm430FBQejVqxetS61WC8YYUaQWLlyIFi1a4Ny5c/T+Dz/8EKdPn8bZs2cBOOesXbt2GDNmjFtIt65jwxX5Z599Fr6+vnj99dcBOA9WlUoFQRBIYX399dfRunVr+u4///wTX3/9NVGFuPF1//3346677gIAj+gkfB1fvnwZ9957LynCp06dIgWL7/3WrVvjiSeeIA7/sWPHsGnTJmRkZABwrkGDwYCoqCi88cYbAJzGNlf06wpZlrF+/XrMmDEDgJP2w5UgDh8fH4SGhhIlKjExEUePHiVOv+uFz5WjdevW4bbbbvPY4JEkiehDK1asoGRuV3BlDHDSyZo1a0ZUhAsXLsBsNkMQBBpvvV6Pffv2kSHiyZrmn/GPf/wDX3/9NSWVu4LPv0qlQmRkJERRJKW2oqKihvxqtRoXLlwAADojPMULL7yAhQsXknFY250uCAL8/f3pNTzBuvpr+ZozGAxeG/DnzvnOW/EAACAASURBVJ2j/VlSUnJdxYUrfA6H44bJyT4+PrBarV4rY3xvcVoTd+bUBpVK9ZeKVlBQ0A0/oy5gjOH8+fN48cUXAVxfZxAE4S8ThlNTU+mcrQ/42sjOzkb79u1p3DwFN044ndRbuFL+unXrRkaFN8nbOTk5ROm4ETxRnt2y6v+v/evatSv7K2zevJmpVCqmUqmYn58fA8CaN2/OmjdvzvLz85ksyzXeU1hYyHQ6HdPpdGzMmDFMFEWm1+vZoUOH2KFDh/7yO2+El156ib300ktu8gBgrVq1YhcvXnSTR5ZlJssyy8/PZ/n5+SwgIIBNnjyZqdVqFhAQwAICAtgff/zhtSz88x988EGSx8/PjwmCwBITE9np06eZJElMkiTGGGOSJNF7cnJyWFhYGHvyySeZRqNhGo2GhYWFsQMHDtRrfCRJYn379mUqlYr5+/szf39/Jooi69mzJ8vIyGAZGRnM4XAwWZaZw+FgDoeDSZLELly4wJo3b86eeeYZ9swzzzB/f38WGxvL0tPTWXp6utfyWK1WlpCQQGsoICCAiaLIhg0bxoYNG8b279/PrFYrjYvVamUOh4OdOXOGxcfHs/j4eDZv3jwWHh7OkpOTWXJyMsvIyKh13dUFBoOBRUZGssjISJJHrVYztVrN0tLS2M8//8xMJhMzmUxMkiRmMpmYzWajsUtOTmZPPPEE7YHevXuzI0eOeCyPLMtMkiR2+PBhdvjwYebr60v7RK/XMx8fH/bAAw+wgwcPsoMHDzKj0cgcDgczGAzMbDYzs9nM1q1bx+Li4lhaWhpLS0tjzZs3Z0OHDmXnz5/3eFz4ZxsMBjZ9+nQmiiITBIEJgsBUKhXz8fFh48aNY5mZmSwzM5OZzWbmcDhYZWUlq6ysZAaDgc2ZM4eFhoay0NBQlpKSwiIiItjQoUNZYWEhKyws9Egeq9XKrFYrO3DgAGvdujXtcwBMEASm0WjYAw88wB544AF27tw5ZrFYmN1uZ3a7nVVUVLC8vDyWmprKUlNTmUajYUFBQSwkJIQNGDCADRgwgJlMJo/HyGw2s5dffpnmyFUmvr7Hjx/PsrOzmc1mo38VFRVs+/btbPv27Sw0NJTGlJ+RI0eOZA6Hwyt5xo0bx8aNG8dEUXSTh4/TmDFjWF5eHsvLy2N2u53kqaioYDNmzGA+Pj70Wi7X7NmzPZaFMUbjP2DAACYIQg15ALD+/fuz/v37s9zc3BrydOjQocb7RFFku3btYrt27fJKJlmW2YQJE64rDwDWrl07duHCBWa322ndlZaWstDQ0BqvFUWRiaLo1frh+PXXX+nMr02e2NhYdubMGTqfLRYLKygoqHXdAWAajcbr85AxRudJp06dapUnKiqKnTlzhmQymUzs9OnT7PTp07Wuu/DwcK9l4ZBlmR08eJDuadfPj4mJYTExMXS/8jNo27Zttcp/77331lsexq6t7/fff7/GemrZsiU7deoU3ff5+fns+eefr1WezZs3s82bNzeITIw5z8rg4GC370hISKA5k2WZnTx5kqWlpV13D5SUlNTpuwCkszrqlwrnWYECBQoUKFCgQIGCuqKuWvb/j//q4nnu2bMnWSdNmzZlGRkZZJ2fOnWK2e12t9fv2bOHderUiSx0VwuNe/y88bIw5rRGufcRAHlqDxw4wCwWCzt9+nQNeXbu3Mm6du3KunbtytRqNcnDPS3x8fE13lNXcM8A94yFh4ez8PBwtnfvXmY2m9m5c+fI+8SxdetWtnXrVta9e3em1+uZSqUiWbiHmI+vN7BYLKxly5YMAIuIiGARERFsz549rKqqimVlZbGsrCxms9ncPBUbNmxgPXv2ZKGhoeSFValUTK1Ws1GjRrFRo0Yxi8XilTyFhYUsKirKzYvx008/kbeJe+m451mWZbZy5UrWp08f1rJlS9ayZUum0WjIS6fT6djUqVO98vzIssz27t1L88TX5LZt29i2bdtYaWkpu3LlCs2ZJEnM4XCwt99+mzxmnTt3Znq9nqIMfn5+7MUXX2RGo9FjeRwOB5syZQqbMmUKeZSCg4NZcHAw++STT1hJSQmNE19rdrudzZs3j82bN4+lpKSwxMRE8kj5+/uzkJAQ9sUXXzCLxeLxnFVVVbGqqioWExPjtm91Oh17/fXXWXl5OXmpuIeFe2NmzJjBoqKiaGzVajXT6/WsadOmFHHyZN/ztXDmzBnyjvJ/oiiyV155heS12+1u68dms7EpU6bQWGo0GiYIAlOr1eS1Ki4u9ipa8NFHH9F+5fIIgsBefPFF9uKLLzKz2Vzjcx0OB3vkkUfYI488QrLw5xBFkaWmpnp1BsmyTOsHtXiT5s+fX+vn8rmrzWMtCAKbNWsWjaU3GD16dK3yzJ071y0S5/ocsiyzu+++u9b3HT16lB09etQrWRhjbMmSJbV+7ssvv8xefvnlWp9TlmU2ZMiQWr35giDUeAZPUF5eTnNf/fM/+eSTWt8jyzLr3bs36927d4336PV6r2Xhny3Lcq2e54yMjBu+p1WrVjXe07t373rJw1FSUuLmbRdFkZWVld3wOWqLFtQ3muv6+bIss1WrVjGdTsf8/PxueFdLklRrpKA+93ttcDgcdDd17tz5umtTkiSKkFWXqa57HYrnuW5gjGHOnDnQ6XTQ6XTo1q0b8XUAJ9ewOu9n/fr1yM7OxsMPP4yHH36YOGKcVyfLste1VhljmDRpEiZNmgS9Xo8uXbpgyZIlVJamVatWbg0sAGdSY15eHvLy8jBr1izi//HyPjabzesyUfx77rnnHvj6+qJjx47o2LEjli1bBsDJ/zabzTCbzfTagwcP4uDBgygsLMTs2bOJ28oYg1qthtFohI+Pj9dJlbIso2/fvggICED79u3Rvn17LFu2jDiGkZGRbg1SGGO4fPkyKisr8cQTT0Cv10Ov10OWZej1epSXl6O8vNzrhAtJkpCSkoKQkBCEhISgbdu2WLFiBdXebdKkCQwGg1sDDl6nl68hX19f2Gw2BAUFISgoCFVVVV4lVfIx5uMQHh6OxMRErFq1CqtWrYJGo0FISIhbExLGGFq3bk3rpV+/ftBoNNS8JCIiAleuXPFYHsac5eD4ePv6+iIkJARdunRBly5d8Pvvv0Ov19Pes1gsxO9LTExEYmIi9Hq9W2KOLMto3bo1Tp48SeNbV7g2pVGpVFCr1dBoNNBoNEhOTqayYnxt8nniY9SlSxfo9Xr6O2POmsqDBg3CmTNncObMGY84mXwtFBYWQqPRUG1kQRDQunVrtG3bFlqt1q3GM/+7KIpo27at2zkAOGvOz5w5EzNnzqTEME/AP0+lUrmdYRERERg+fDiGDx8OrVZb4zkFQUBgYCACAwPd+KK+vr7w9fXF8uXLvW5y06FDB3To0MGNm8z32qOPPlrrGuDjFB4eXoMfqdPp8Nprr3klC8fo0aNrcKX9/PywYMGCG5ZV47kqrtDr9UhOTqZ8DW8wfvx4t7wGwLkWnn766RvmcoSHh9f4XXx8POLj4+tVGi4wMJDuMY7Y2FjExsZSkm51CIJA81odvEyit+Dr4ffff0dYWBj9fsKECUhJSbnhe2pbX3v37q2XPByhoaE4fvw4jh8/Do1Gg99++40Sh68nk+t+5+BFBeoL/swTJkzAyJEj6Wy63t14PXlu9B5voFKpsHbtWqSnpyM9Pf26a/NG529jlPP7WzdJycnJoeoLAPDMM8/g7rvvpok3m83w9fWF3W6ny6SgoADh4eFYuXIlgGs1URljlCyXlZXlVeb0H3/8QSR7QRAwe/ZsquWq0WhgMpng5+dHCr1arUZeXh4dOO+//z41a+GXVadOnXDq1CmqpuAJPv/8cwDAO++8A1EUMXPmTADAk08+Ca1WC6PRSBn1FosFPj4+lPzi7++PJUuWuGV92+12dOrUiRKdeNKOJ3jttdewevVq+Pj4kDzPPfccNBoNJTcFBATAZDKRgn706FFoNBosXrwYVVVVAECKPK+skp6eTslidQVjDP/617+wY8cOGofHH38cS5cuJWXTaDQiMDCQkoa0Wi1++eUXyLJMRojBYIBer6cGIrGxsUhPT/e4/itjDK+//jpOnjwJwJns9+ijj+Lbb7+l77ZYLFTDtby8HD4+Pti+fTtl3n/77bcwGo10iBcWFiI+Ph5//vmnR+PDjUmeSFZeXo6AgACMGDECgDOJR6PR0P7RaDSorKyEIAiUhFpRUYGsrCxa71FRUcjNzUVCQgJVN+GVZuoqD5fF4XDQ+khNTcXQoUNJKeavd02W27p1K4xGIyUKybKMJk2aID09HVOnTgXgrMARHR1dJ3n4nggJCaFuofz3KSkp6NGjRw0jnI+Dw+HAhg0b6GeetBoREUHj8uCDD9J5UVdwJbj6hZiYmEj1r/klxF/DmDMR0zXznf+tdevWAJzz6Hom1dW54DpnrjIlJCQAwHUTInldZV4P3xW9evWqd7dI7hBwRXx8vFulDVfw6iC8PrUrpk2bVi9ZAKfiXt046dChww0NXpvNhj179tT4/R9//FFveQRBoPuP13PmdfavN/eua6g6Ro4cWW+ZAOcZ065dO+zfvx8A8Mgjj1xXqeJzlp2dXeNv9a1Z7gruHPD19aXE+uuhqqqqhlHcGE2RBEFAp06d/lIBLigooCRsDk+TlOuKgICAv1SAjx07VmMfPP74440iD/A3V565AswxevRoZGRkUPUKnv3seqlu2bIFWq3WrXwMz9Dl2aq8c5ynWL9+vdvPU6ZMoY1+5swZuoz4omaMYfPmzZQVzRVnlUpF8pWVlZGC6AkYY3SQMuZs5DB37lwATm/3yZMn0aZNG3q9VquFLMv47rvvADg9PEajkcpWcflyc3Ova+3fCPzC41VPHA4HNWH45ptvkJmZifj4eHo9L88EOEu2abValJWV0WGjVqvhcDiomgKvnuIJbDYbSkpK3BStV155BatWraJyX+3atQNjjJQYh8OBH3/8ESqVijrpcSWOP+ORI0coC7uuYMxZZqysrIw+r7y8HG+//TY+/PBDAM5KIB07dqT54IbY3r176RDMzs6GVqultWyz2bBjxw5Mnz7dTbH8K8iyjNzcXFJkfHx8YLFYsGHDBgBOg2zDhg10qXIPtMlkonVXUFCA8vJyWt9cud62bRt1+GSs7h3k+F5yOBxQqVQ03r///jvuuecevPfee2Ss+vr6QqPRkLF14MABFBUV0ZrSaDQoLS1Fy5Yt8dNPPwFweoA8kQe41sTItYvj4cOHkZGRQZ973333uVVwMZvNOHnyJI0t4FzPV69eRYsWLQA49z0vj+gJuJHHZQGcZRj52dS2bVukpqbSPlKpVKisrKTKNq5GAC/7FxERQb/zFLfffju9V5IkCIJA1TSWLFmCcePGUUlKV3kAp0Fc/VmqqqrI0+8thgwZAh8fH7eusufPn8cnn3xC64cr2KIoUgOZ48ePu32OKIqIjY2tt1dMq9Xi7rvvprJigLNEKTei27VrB1EU3dbmhQsXqFkSh4+Pj0fG1o3A74p169YhPz+f7lSDwQB/f/8aXss9e/bUUAz5PdpQXkNRFLFlyxa6ozIzM9GrVy83ZZjLxCsSVY888z3ZUOBnW2FhIUpKSmpVEvk5NWLEiBqGX3XltaGwYMECugNqg8PhQOfOnWsYkXzPNzT8/Pxq9XJzWK1W9OrVq8bvedS+MfC3pm0oUKBAgQIFChQoUOAJ/tae50WLFgG41sp24MCBaNWqFdUC5hxAVyu5uLgY/fr1w9GjRwE4rULOkeS1Fr21lD/99FP6f39/fwwYMIC8zZcvX4YkSVCr1fT5kiQhJycH99133/9j773Do6y67uE1NZNJQkgjBUIaoRmkBYIgSpXwgqgooBRpgooPYHkULAFBRJFmiVgQKYpIUbEBUgQE6QhSpBnSCUlInyRT7/39Me/ZzCQBk0n73p/3uq65LkIy9+w5dZ991l4bgD2CZrPZnK4Vq6NzXRUUCgVHCQH79bIo89yqVStcvXrVSSdURIZEdGXSpEnIz8+HzWbjaAYR4dSpUy5FoMR33rlzJ4gIwcHB6NmzJwB7hOLSpUtOFACVSsUn53379mHmzJm4ceMG/1/Tpk1RWFjI2pGu2KRWq3H8+HHYbDaOknTv3h0RERF8fS6KlohIndlsxvr16zF//nzk5OQAsI+hoKAgLn9+4cIFV8qKwt3dHampqRyNiIiIQNeuXfkK9cyZM7BYLDze1Wo1ysrK8MYbb/AJPTc3F0qlkqP4GRkZyM7Odhp31bWnRYsWPD5MJhNCQkKYitK2bVuUlJQwVaV58+ZQq9WwWCxceCIxMREmk4mvn2NjY5GSkuIyj1+UrPfw8EBpaSm8vb0B2COJd911F3Q6HZebF9FVcX3bv39/fPPNN9wG7u7u6NOnD7KyspzyDGqKyZMnY9GiRTwWPDw8MHXqVHTr1o2Laxw9ehRxcXF845SXl4eAgACOiov3Pfrooxz5EVSJmkChUGDkyJEcdUtLS4Ner0dCQgJHdcrLy/HHH3/wuiS08MVth5hfXl5efDNUWFjItK6aQlDhevTogUOHDkGv17NufatWrVBcXMzzpnnz5vDy8mK6mSMEtW3Dhg3MNwdc6zPBb16wYAHTm3788Ue4u7sjPT2dn9usWTNoNBou5lQRYWFhXNSmNlAoFFi/fj2Xc+/YsaNTaeK0tDR4eHg4cdIfffTRSs+ZO3dunZVXFmP10KFDKCws5CJjouS7yC8A7GviU089VekZYo+tS/j6+uLxxx8HcHN/F7cRgL0tS0pKmFJXEaI4UF1Do9EgKCgIRORUBAi4edtaFe2nPmgbjjYJWK1Wp5Lqu3btYs17gfouE+74fJGTAtjH1HvvvcftJlCX9Jqq8K90nsWmI64oBd9z6dKlMBqNvBmKxicidownTJiApUuXcmEEAJzsVJsrlJKSEqdrq5KSEixatIht8/T0hFardUoS2r59OxISEvDqq68CAA4cOMAUAjGpRJGAmqKoqIirewFAfn4+3nzzTbbNx8cHbm5uvBgTEVavXo2VK1cCAJ566ins3r0bKpWKn+PIa60phJMlijBcu3YN8+fPB2A/0DRr1oz7TThX7777LgB7Oz388MPYvXs3LwjZ2dnw8vLi57qyiebm5uLatWtQqVS8wM2ZMwcZGRl8lezm5obi4mJO6Hn77bdx/Phx9O3bl68AhdMr+G/CWa0JiAh5eXnIyMjg75icnIxZs2bxlWlYWBg0Gg1f13p7e2Pp0qU4f/48J50cOXIE3t7euHDhAgA7neXMmTOV+MDVQUlJCVNTPD09kZWVxTz1pKQkREVF8fhJTk5GYGAgVq5cid9//x2AnUeanZ3N1/6XLl3CwIED8dNPP9VqYSwqKoKfnx/zl8eOHYu///4bzZs356vu1NRUNGvWDOvWrWN79Xo9rxkxMTEwmUwYN24cPvnkEwD2nInqwtEJN5vNLOB/48YNdOrUCUlJScwfXLt2Ldq0acNj6Msvv3TKJVAoFOjduzfat2+PgQMHArBXGxWHy5rA09OTOfGtW7dGTk4OPD092UH18vLCli1bmFZktVqxfv16p+ttpVKJMWPGMLXGx8cHFy9erDY/3RHiWvu+++6Du7s7Ll26xP0meOvbtm0DAMycOROSJDHHX2z0CoWCAyVhYWFQKpXs5LuS2KRUKjFjxgw0adIEO3bsAGCnbcTExPDB9PTp0wgPD4ckSfjtt9+c3i/6fteuXXVSbRWwt5PIJUlKSoJCoeDv5unpiZycHAQEBPD3FtQXAZVKxZU96xJeXl5OV+5KpRJarZbziQB7P1XkFnt5eXEeSV1DtL8Iiom8JsA+HjQaDe8LAsJpbggHUYwJESwT/ejoHP7www/1akdFqNVqSJLkVLStIr9Y0KUaAoKGJGwrLi6uROuoL0qLwL+ywqCjkwXcdJwmTpyIzz77jJ1rvV7PvxPtNGrUKJSXl/MGbzQaUV5ejpkzZzopddT0BO/l5eUUSdJoNJg4cSKfgAsKCuDt7Q2lUskTWJIkPPbYYzypjh07BqPRiKKiIo52vPnmm6wsURMEBwdzBB6wR1tERPD999/HtWvXEBgYyO0jJtPYsWMB2KNNFy9ehNls5ufMnj0bCQkJ3O63SrCpCoKTfPbsWY7Ujho1CgCwbNkyXLlyhaO/gmctFsTx48cjKysL169fd+IoJiQkcAWzkpISdtKqixEjRuCHH36A2WzmkukDBgzAkiVLOFlJ2C3GnHC4UlJS2D4fHx+cOHECc+fOBWCvhJWdnV3jpNO5c+fivffe40VsyJAhiImJ4Ujitm3b0L9/fx7LHh4eKCkpwbhx43gz9ff3R3BwMA4cOAAAePXVVzFx4kRkZmbWmDv//fffcxXFK1eu4L///S/3+QsvvIAtW7bwIVSSJHh7eyMzM5NvUjIzMxEdHc3JakeOHMG0adMwbtw4jnrUJL9AlG3+6KOP8NFHH3FZ7ZKSEkyaNMnJHpVKBU9PT+ZJP/LIIygvL2dbBg8ejPT0dAwaNIgTmsrKyqpUMLgdjEYj0tPT8dxzzwEA5s2bh6ysLPTp04edrj59+oCI2JFcunQp5s6dy85hZGQk3nzzTXh7e3N7hIaGwmaz1bhKHBHxuDx69Cg6dOiA/Px8Voq4du0awsLCnA5S999/P3755Rf+uVWrVti+fTtzrtVqtdPhy1UlB6PR6DSvVSoVTCaTE09XkiRO2szOzoZCoUCXLl04GU3Mw7pwghz3TvFv0ScieOF48ybWvYcffhiAPcelvp0xYZv4HGFDRaf9u+++w4MPPljvtlSF0tJSPrA5/p9wrhsaGRkZlarROR7EGhobN24E4Hxb0Nh+25gxYypVRWxMmyIjIzmABTgnG9cENakwKHOeZciQIUOGDBkyZMioJv6VtA0RERGRKCHB9dlnn0GSJKdTsDhNiQjUH3/8gevXr/OVgODZ/vTTT1i+fDkA106nbdu2deInDxs2DB9//DGfnnx9fQE4S0EdPHgQKSkpuHLlCoCbUXAALEPkamZ57969ndQ/JkyYwJE6m83GFANHqb59+/bxtfaZM2dQUlKCkpIS/vzjx49Dq9XWOBoGgK+jz507B4VCgZkzZ/I1uc1mY/kqwB7dlSSJ9Ti1Wi3S09NRVFTE188KhQLnzp3jCExNI/OA/Sp527ZtkCQJr7zyCgB7NNpqtTppbwpNZQDYu3cvWrZsieTkZL4aFN9JKH9otdoaK7YQEYYOHYovvviCI3uzZ89GXFwc99HQoUNBRPy5RIT9+/cz/xiwR3tPnDjBkbNr165Bo9E4tW910a9fPwwePBjATX6noLNYLBaMGjWKr/6E9vShQ4f4swTl5euvv+Z2MZlMUKvVrCpRE4iI5NNPP42HHnqIaQRCMm/MmDHcVlarFWVlZcwzDAwMZNUEAFi5ciWaN2+O0aNH81WmmKM1gU6nQ1RUFFMNlEolunTpAkmSuO0ER1dQuM6cOQMPDw+e656enkhMTMT48eOZI6xSqVzirzpe9wuli6ZNmzrJzzlSx4qLi3H58mUniltERAR27NjBt1COOta1gVg3HCk7jrQLIkJWVhbf4InP7NOnD6/XtVXacITjc8S/K0bVz5w546TMpFQqMWvWrDr5/OrC0U7HvBrg5g3p0KFDG9QmR1TkX/v4+DRa1BlAJTWoESNGNErEWWDMmDFOP4u8jMaEY9S5oiJJY8Ax6gzAZV35muBf6TwLXuOdd96J9PR01iY+cOAAunXrxgugWq3G6tWr8fjjjzPnqSIPyc/PD9nZ2cjOzq50ZVcTHDx4EPfffz/z1i5cuIDTp0/zVbnY1NavX890hYEDB8Jms/ECqNfr4e/vj4yMDE5ccdSzrQm++uordnTOnDmDGzdusJMeGhrKOr2Ce/U///M/eOCBB/hKVaPRwM/PD0FBQdy+gqrgCs/v7bffBmBPIMrKyoLRaERmZiYAO9WgvLycN9e9e/fi3nvvZQ1v0WdRUVF8HXfu3Dnk5+fzxK+J8ywch8mTJ6N79+5QKBRISUkBAJYbcqT+/PHHH6xpPX78eKjVahAR7r77bn7PyZMnna5WxTV3TRbt2NhYnDhxgsemcCREu+Tn50Ov1/PYiIqKwlNPPQUPDw+m/gwbNgxXr17F6dOnAdgdTovFAp1OVyPOMxHBy8sLixYtAgAu2CMcCZVK5VQMxmg0Qq/X44UXXnDi/I0fP543i+TkZJ6HjnSq6raReI8o2OCoVSykC8XfiEPqBx98wLZ4enrylXtGRgZMJhO6du16S8epuqiqsIZKpXJqb0mSeEP47bffoFAomELyxhtvcPEWUQSirjf7W8lnlZeXIzc3l/vszjvvxMqVK+Hn58f212dSU0WbSkpK2FHW6XS499578eabbzo52Q3lCBERrl69yu2g1WoxZcoUxMbGNqgdjvaI3B1hj0jwru/kqlvZA9yU8BN9JJJnGwNE5CTX6O7ujk2bNjWqPY70A09PTz4gNwYqUiH8/PzqLMnUVTgeToW8cEPMrX+d80xEvNCnpKRAkiSOKN1zzz0YNmwYvv32WwDAY489BkmSMG/ePO4gkQAhdH0tFgvi4uJw8OBBlzZPMRjVajUOHDjATkxBQQG6du3KIvqJiYl4/vnnUVBQwNxqUQFOOEdlZWUwmUzo3bs3F6dwZVGUJAlKpZLVNq5fvw69Xs8/v/XWW3juueewdOlSZGRkALDzSMvLy9nZVyqVbI+IoG3evNmliSbsAey83Z07dyI6Oprb4fPPP8fDDz/M3LCrV6/iq6++Yge2f//+MBgMsFgsvLEOHz4cK1eudClhyNGpSUpKwnvvvcdc2WnTpmHjxo2sKnH48GH8/fffnNRkMBgwduxY5Obm8phSKpV4+OGHufKZK7xMRyfy559/BmAvQjN58mRO9IyKisKFCxc4gXPLli0oLi7GpEmTOKnQZrPBy8uLDx7Dhw/nYbf9AwAAIABJREFU8VVTtQ3x3QD7gUClUuHw4cMAgK5du8LLy4sdeaPRiLS0NBiNRubrnzp1Cmq1mjeLPn36ICAgwGlM12aRFO8Vus8ajYbHjNFodOqjhIQEHD9+nFUDunXrBnd3dyeN5rqGo30mk4kPaGaz2akYjl6vR3R0tFMCb306Q0TE7SIOWQsXLgRws2qdWq126YDjqj2AvZ2+++47/tyEhAQ88sgjTn/bkA6r1WrF1q1b2Z633noLTz/9dIN9fkVIksTzXKFQ8DraWBD9JqpWiqTBxnDkHW3y8PDgpFTHpPnGgFDzAuzzviGT8m5lD3Cz+I3jbVxjwVERraqiNvUFmfMsQ4YMGTJkyJAhQ0Y18a9U2xDfWUiuCa3OZs2aIT09naO/QlLH8VobsEs4iavIAwcO3LYefXUhytyKyE3Xrl0RHBzMGfd5eXnw8PBAQUEBa5aWlpaCiJxK5+7YsQPBwcG1jrA4RpfuuusuPProo/ydN27ciIsXL8LHx4dPesHBwSgqKuKTaevWraFQKLBhw4ZKpX1dtQewn3yXLFmC+Ph45oB+/PHH2LNnD2vPHjx4EK1atWJ+s81mQ5s2bUBESExMBAC+bq8Lm9LS0ngMlJWV4csvv+Srvk6dOmHdunXo3LkzAPuVZHl5OWJiYjhK+Oqrr+Lee+/l9nXVJmGPo4qMxWLhq9oVK1agW7duHOG+5557kJeXh8zMTKaVSJKEESNGsMyYSqVyUnhxFY4UCcDOlX399de5wuDcuXPRrVs3FBYWMj1IlIgVJb379u3LSip1HUG02WzYvXs335wsWrQIQUFBfIV7+PBhDBgwgHnNQhpOpVLVW6RMSFe6ubk5cQyzs7Oxa9cuzJw5E4CdRhUYGFhJ/aY+4FiVEbCr1pw7d46pNe+//z4CAgKg0+mc6FkNEfG9cOEC9u7dyzz10tJSrF271qk6Y321S1VIT0/HunXrOP+kbdu2WL58ea3nuavIyclhRZ/jx4/jww8/dMrNaGgIFaaJEyeiuLgYu3fvBuBa/kld4erVq4iPj2d1mX379jUq3/n8+fOsT3/vvffy7WpjQcyt++67D08//TTT8hoTv/zyCx588EEkJiZi8uTJtXpWTdQ2/nW0DeDmouXp6YmCggIulLFp0yZ8+OGHvMDabDZs3rwZ48aNw+jRowHYN7KPP/6YF8DblbCsqU1arZaLHNy4cQP79+/HN998A8DuyFssFmzYsAFPPPEEADvn1mAwYNWqVQDs1111pW2oUCjYKTh48CBMJhM7ynPmzIFer4fBYOCCBDNmzMD06dP5bz7//HNotVqmt9SFPYB983v22WchSRI7F3v27HGiAKxZswYvvfQSXnvtNQB2Cb9Vq1axHiQALp1bW5uICCEhIU78zm3btjnxxVevXo05c+YAsJel3rhxI1auXMmfn5ub66ShWVt7HJ+jUqk4GS0iIgKnT59m+cOlS5di6dKl+OCDD/DZZ58BsF81X7t2zakMdX3g9OnTGD58OJd1Xrp0KVasWIHXXnuNE2+XLVuG3Nxc7jOr1Qq9Xl8vm1lZWRni4uI48WT69Ol4//33ucywXq/Hc889x0mdgN2RrK/2kSSJ6TKlpaWIj4/nMuujR49Gy5Yt0bdvXwD2DdZisUCSpAbhF5vNZqbS7Ny5EyNHjuSEs+DgYOTk5KBZs2bcNvXtsIpDfmhoKJKTk/Gf//wHgH3sqtVqlJeXs0PWUM4zEcHHxwd5eXk8noVusZhbKpWqQR0zjUbDY2rr1q3w9fWtsXZ7XUKM1ZCQEKxbt67ONK9rA51Oh/bt2+OLL74A0Djt4ogmTZpwArXQnG9MiENFVFQU0wEbG61bt0bLli1ZSreh8K+MPFeEcIBNJhMUCgWrcERERHBhkoZKehGwWq0wGo282CclJaFVq1ZV8hobYoLbbDbO7lepVLh48SJat27NC57VanVyJOp7k6poz6lTp1g9wc3NjRMaAXCFv/psJ8cEqorcXp1Ox1xaEQXTaDROY6o+eKGiWpV47smTJxETE8N9VlBQAJVKBb1ez20l+HW11eS9FcRcIyJkZmZyIRCVSoWcnByUlZWxkotSqYROp3PSNa+PKK9IDjQYDOxkSZLEicAA0L59e5jNZv69SPrUaDT1Mq7ETZT4LJPJxJG669ev484772TVFB8fH1aRqG8HRCh/iIPr9evXYbFYWJM8MzMTgYGBThr59XXAAOztJNbDlJQU5OXl8S1QSEgIMjIyEBwczOoN4uaivmGxWHD48GHk5uZygqCfnx+ysrJ4fLu5udXJrU517VmzZg1zVCdOnAgfHx9eQ728vBp0jzOZTBxQKCkpwVtvvcUqVxUDAA0B0Q6TJk3CtWvXsH37dgA3o+CN4USXlpaid+/ePM8vXrzoklJVXcFgMDBH3mg0Ijs7u17ndnXsAewOvdVqRVFRUa3tqUnkWXaeZcioBzjOq8aMXlRVyMGxwlZVv6vPBC9He0TpcgDsRDh+rkjkE5HF+szqliQJJpOp0pW6o0PhWLhB0Lnqq50kSapUblYc0LRaLSRJ4ih4dHQ0cnNz0aJFi3o7tDpSgrKzs536Qq/XM4Vq8+bNGDt2LHJycjhiVp8HabPZjJ07dwKwF/3R6XTs8JSUlCAxMRGLFy/mMRQeHl6v9ojPESo2TZo04TLw/v7+ePfdd/k20c/PD97e3vW+PthsNpZ2FJS/jh07onXr1pwEvn//fjRp0qRBHGiLxeJUdVCn06FXr15MbUtNTcWaNWsazDETSj/AzRvJ9u3bA7DL1DVr1owT9xtiLRcH04p00KCgIMyaNQvx8fE1LlhVW1y5cqWSXKmXlxc++OADpvjVV0XIqrB161YupiWg0+l4bg0cONBVqU65SIoMGTJkyJAhQ4YMGXWNfyXnWYaM+kZjc+UEqirkUJu/q0t7/ikyIKg2DaEjqlQqKyUqOUbgicipcEPFcsL1aY/gMjuWpbZarU6FYoS+aX3B8YZAq9Uy3ebGjRtQqVRMF+nUqRMsFkuDRMaICEVFRVzMaf78+fjhhx+4n6KjoxEUFITi4mLExMQ0iD1CF/yrr77CHXfcAYPBwBSEgQMHwtvbm/uxLhLNbwcRBQ8MDER+fj4UCgXTkC5fvoz27duzDW5ubg0SdTYYDGjSpInTDZTBYMDOnTtZ73nw4MENph184sQJLpImIEkSJ8BmZGQgMTGxwdbzadOmcW5DRVy/fh0JCQmVIq71CbHGCCqrI0pKSvDMM89w3YmGgqBlVoTRaGSJVRG9r0/ItA0ZMmTI+F80ZgJVRQgub8XkVvFzY/EwgZsUEo1GA5vNxlzMhrbr2LFj7ACeOnUKXbp0YSewZcuWDZqUR0ScrBgdHY21a9fikUce4UqNvXr1alBesRjLMTExaNKkCc6cOcO2zJs3jws8NSSICP7+/k7FSDp27Iht27bxgayh7dHr9XzQsNlsiIyMxPnz5wGgwZMYHfneYo4JjnxaWlqDqsUIewDnok2A/UAmcjAaAxXHrb+/P3Jzc+viuTLnGZCdZxkyZMiQIUOGDBn/DJnzLEOGDBkyZMiQIUNGPUB2nmXIkCFDhgwZMmTIqCZk51mGDBkyZMiQIUOGjGpCdp5lyJAhQ4YMGTJkyKgmZOdZhgwZMmTIkCFDhoxqQnaeZciQIUOGDBkyZMioJmTnWYYMGTJkyJAhQ4aMakJ2nivAarWCiPhls9lYQB0AYmNjQUQoLy9HeXl5vQuFW61WWK1WSJLE9lgsFq5SNWrUKLbVZDKhsLCwXu0RNkmSBEmSYLPZYLPZYDKZAABz5szBnDlzQESwWCxcVKGh7BE2GY1G/v3WrVtBRLBarTAajU6/qw/YbDYnWyRJ4vEC2Kt7ib8T/VmfcGwbMY6IiKs0GQwG/lsiYnH++oTjHBNa8+JzhZ2NAUd7/l/WwJchQ4YMGa5DLs/tAJvNBrVajRs3bgAAvL29YbPZsG3bNrRv3x4AkJOTg6lTp2LMmDEAAD8/P0RFRcFgMNR5tSaLxcLVhjIyMhAYGAhJkvDzzz8DADp37oykpCTMnTsXADBkyBAEBQWhTZs27NTXpU3CQdZqtbhy5QrCw8PZyfnll1/QtWtXXLhwAQDw8ccfIy4uDi1btkSvXr0A2CuA1aU9ZWVlAACdTofTp09zHxER9u/fj65duwIAjhw5ApVKhcjISISGhgIAxo8fj6+//rpO7HEs42wwGODu7o7Dhw8DALp06QIi4p+7du2KU6dO4caNGwgICAAAhISEYP78+Zg/fz6A2veZY5W8kpISLvN86tQpdOjQgfssNTUVYWFhSE9P57718fFBYGAgDhw4AAAYMGBAnbaROEy5ubkhNTUVLVq04L8xm83Q6XR8yCgoKECTJk3g5eUFACgsLISfn1+d95nRaIRarUZhYSG8vb0B2CvlOVb2s1qtMJvNXDZYVNarjzLCFouFS3ADgFqtrvSdxUEagFMVvfqoGCdJUqXn3upz/v9UoVGGDBky6gty5FmGDBkyZMiQIUOGjGpCLs+Nm9GS0tJStGzZEhMmTABgj7AeOnQIJ06cwLBhwwAAI0aMwIgRI/g9kZGRSE5OxgMPPIDvvvuuzmwnIhQXFyM8PBwAMH36dKjVahw/fpyjgsOHD8eECRPQp08ffl/fvn2xb98+PPXUUwCAxMTEOokCSZLElJDIyEjMmjULGo0Gon337t2LkSNHctvFxcUBAKZOnYqVK1cCABYsWICXXnqpTiKrNpsN+fn5AIDWrVvj9ddf5z75888/sX//fowaNQoAMG7cOHTp0gVKpRILFy4EALzyyiv44osv8PDDDwOoXaRMUEIAIDc3F23btuXPsVgsSElJwe7du9mWBx98ELGxsdBqtQCANWvW4PHHH8cvv/wCAOjevXut7BGRZYvFgpycHHTs2BEA8Nprr8Hd3Z1vVg4dOoR+/frh/vvvR/fu3QEAXl5e2LBhA7fL77//jtatW7tsi6NNZrMZmZmZAICePXvi2WefRUREBNt6/PhxtGrVCgMGDAAA9OjRAwEBATyvhg4dihMnTqBZs2a1skVQUwRtJTU1FYMHD8YjjzyCvn37AgB8fX1x7tw5+Pr6ArCP+T59+iAwMBAAsGfPHvTr1w+nTp2Ch4dHndgD2Negq1ev4plnnkHv3r0B2G9JVCoV37RYrVbYbDYMHjwYANCiRQvs3r0b999/Pw4ePAgAtYqIC1uICCUlJTh37hwSExMB2Ptt7NixfDug1WpRWFiIvLw8APY+ioiIwK5duzBlyhQAwMaNGzmCXxubiAilpaX4448/AAD79+9HTEwMhgwZAsB+E+Xu7o7i4mIAwLFjxzBlyhRERUVhx44dAIB58+Zh8eLFdbIGOY6hw4cPQ5IkHi933nknjEYj3NzcuK3WrVuHt99+G23atAEA/PDDD/j+++8xevToWtki4Eh7unz5Mt/YuLm5ISAgAGazmW8yzWYzFixYgPXr1wMA7r77bnz22Wd8Yyn2nbqAGEfCFoVCAa1WyzcnCoUCVquVx8sff/yB0aNH48UXXwRgH+86na7O7BGwWq1QqVRsg7BV/A4A7rvvPlgsFiQkJAAABg4cCIVC0aA3K8Imm82G9u3bo1WrVjwfIyIiGuWWR+x5YWFh6NatGwDgyy+/5DHXGLBYLLw+9+/fH+vXr+c9trqoSXlu2XkGmAP75JNP4q677mIHcPXq1fD29kbHjh0RHBwMAAgNDUVUVBQ2b94MwL5Ims1m+Pv788IjJmRtYDAYMG7cOMTExAAAZs2ahY8++ghBQUFo164dAPum2bp1a/75k08+Qa9evVBWVoagoCAAQHp6Oi+YtUFOTg5GjBgBAIiOjsaSJUuwZMkSdqzCw8MRFhaGLl26AABiYmIwf/583H///bxwhoaG4urVq7WyR1y3X7x4kR28Vq1aYcWKFVi0aBEAu9PVtGlT3gD69++Pjh074oknnsCTTz4JwE4JiIiIwMWLFwG47myIK+2dO3cCACZPnozIyEi8//77AIClS5ciPj6enYdWrVph5MiR6NixI3r27AkAWLZsGXJzc5l28scff7hsj9Vq5cX0ww8/xNy5c5mqMmfOHKxZs4YPgoKiMX78eDRv3hyAfTHesWMHH5Ti4uKwb98+l/qMiHhuKZVKPPHEE9iyZQsAoGnTphg9ejSOHj0KwO50iUODoESp1Wr4+fkhOTkZgN2xHDJkCL755huX5pjYrIuKiqDVapnWk5SUBJ1Oh3vuuQe5ubkA7GPm7rvv5n4bPXo0LBYLPD09AdgdNbPZjHHjxuHTTz/l71hTiMOVn58fACAqKgpFRUXQaDQ8txQKBXr16sXOdHFxMWbMmMHOkhgrSqUSM2bMAAAsXLjQpU3VaDTizz//BGCnpN1xxx0wm83c3v7+/nBzc0P//v0BAB06dEBWVhaWLl0K4Ob8VCqV7PDMmzcPzz//fI1tAW5Ssw4dOgQPDw/07t2b+1GpVMLLy4u//4ABAxAYGIiUlBQAdudU2CPawsPDA1988QUeeOABl+wBgJKSEuzatQtqtRoPPfQQgJvrgKBIKZVKdOnSBf7+/jh9+jQA4OrVq07PUSgU8PHxwZ49ewAAnTp1csme0tJS/PLLLzweRo0a5US1cXNzgyRJCA8PZ0csKyvLKddBQKwVZ8+eZQpTTWGxWDivo7S0FL169WJnVKFQQKPRQJIkHvMlJSUwmUzcrxXRo0cPHDx40OV9VXxng8EAo9GIqKgo/lk48uIQpNfrUVZWdtuci9dff52pkrWByHkBgMGDB+Pw4cNODr3JZIJGo2HbboULFy6gbdu2tbZHgIjw+++/IyEhAWfPngUAztkRa9yt+gq4OWfFXKgLGI1GnDlzBoC9/Q8fPoyioiInm28Hm81WrfW5Js5zpcSd/5deXbt2pepg1KhRNGrUKAJACoWCVCoVqVQq8vPzo7y8PJIkic6ePUtnz54li8VCFy9eJHd3d3J3dycA1Lx5c/Ly8qKZM2fSzJkzq/WZt4IkSSRJEsXHxxMAUiqVpFQqSaVSUWhoKOXk5PDfnDp1isxmM506dYpOnTpFXl5epFAoKDIykpo1a0bNmjWjuXPn1toWSZIoLi6OABAAUqlUpFarqX379pSZmUmZmZlks9no5MmTZDQayWg00v79+8nPz4+USiW1b9+e2rdvT5GRkbRs2bJatY/FYiGr1UrR0dFsj1qtJrVaTb169aJevXpReno6WSwWOnnyJJ08eZJKS0vp66+/pqCgIP7bzp07U48ePWjVqlW0atUqkiTJJXvKysrIaDRScHAwBQcHO9mjVqtpwIABlJaWxu1y+vRpKigooKVLl1J4eDiFh4eTTqej2NhYio+Pp/j4ePr+++9dskeSJEpKSqLc3FzKzc0lDw8PJ3tUKhV1796dkpKSKCkpiQwGA506dYouX75M48aNo3HjxlF0dDS5u7tT165dqWvXrjRmzBg6ePCgS/bYbDb64IMP6IMPPqAff/yRVCoV95kY1x06dKAOHTrQuXPnqKioiI4ePUrffPMNffPNNxQbG0uhoaGk1WpJq9VSx44d6dVXX6ULFy7U2BYiovLyciovL6dBgwbR8OHDSaFQkEKh4HmvVCopIiKCIiIiaP/+/ZSZmUk7d+6knTt30rRp0yg4OJiaNm1KTZs2JbVaTS1btqRPPvmEsrKyKCsrq0a2iHmVlpZGwcHBFBgYSIGBgdw+jm3UrFkzeu+99+jIkSN05MgRWrx4MbVr1470ej3p9XrS6XSkVCrJ19eXfv75Z/r555+ppKSkxu0jSRJ9//33pNPpSKfTkUajcbJH2OTp6UmTJk2iSZMm0bJly2jkyJHcLsJmAGzfb7/9RhaLxSV7XnjhBXrhhRdIpVJxXzm+FAoFaTQa0mg0FBcXRyNGjKCoqCiKioqq0n6NRkOnT5/m9q+pPZIk0fDhw/k73uqlVCqpefPmFBkZSd7e3uTt7V3le5RKJSUnJ1NycnKN20dg0KBBVbZNxXby9PTkPqmqbcTfKRQKKioqctmemTNnOo2DW71EvymVytvar1AoXBo/AmJ/1Gq1t7VH9Mc//Y1CoXB5vxAoLy+n8PDwf2ynf+pXsR/XFpIk0fz582n+/Pnk4+Pzj595u5eHhwd5eHjU2iaxj02YMKFW9gCgmJiYan0mgBNUTf9S5jzLkCFDhgwZMmTIkFFdVNfL/r/4qk7kediwYXzaVqvVBICCgoIoKCiI0tPTqzxh5uTkcOR5ypQppFQqSa/Xc3S6NhARPxFRwf+enMLDwykpKcnJHvFvEf319PSkGTNmkEql4miHq1E68XxJkig8PNwpwoP/Pcn99ddfZLPZyGazEZE90ugYUfPx8aFnn32WI4eBgYF0+fLlWrWP1Wolf39/UigU/FyFQkE9evTgSLPVauW/tVqtJEkSXb16lQIDA+nZZ5+lZ599ljw8PCgiIoKuXLlCV65ccdkeo9HIEX9hk0KhoH79+lG/fv3o8OHDZDabuV1MJhPZbDY6f/48hYSEUEhICD311FPk7e3NEfq///7bZXsyMzOd2kWtVrNtQ4YModOnT5PJZCKTyUSSJFF5eTlZLBbatm0bbdu2jZo1a0YPPvgg+fj4kI+PD3Xv3p0yMjJqbIckSWS1WunDDz+kDz/8kCMoItKiVCppyJAhdPnyZbp8+TK3UVlZGdv3+uuvk5eXF3Xq1Ik6depEXl5e1LNnT8rPz6+xPTabjYqKiqioqIjuueeeKiNOgwYNopSUFEpJSSGLxcL2lJWVUWlpKQ0ePJjngL+/P3l4eFDXrl35b2oCi8VCFouFjh49Sr6+vlXaM2TIEBoyZAhlZmaS1WrluVZaWkrZ2dnUvHlzat68Oc9NnU5HHTt2pI4dO7oUqTObzbRw4UK+qXC0R4yhoUOHUk5ODtsi7Nm/fz/t37+fb+Mcb/B69OjhUqTObDbTiBEjaMSIEbeMwA0ePJjy8/MpPz+fbDYbWa1WKi0tpdLSUnr++ecrRfUUCgWNGjWqxrYQ3ewzx1u4iq8ePXpQjx49qKCgoJI9nTt3rvI9ixcvpsWLF7tkkyRJ1K5du9tG3dq2bUu5ublsj7DpdhHG2qyJgwcPvq09wcHBlJWVxePHarVScXExr1tVvac2kefNmzfT5s2bbzmGfH19KS0tjdLS0shms5HFYqGCggIqKChwui1zHEO1RXFxMc+Vii+xd6emppIkSWQ2m8lsNlNGRkaV30Gj0dTaHnGjMnz48FvalJaWxvtYeXk5nThxosq/9ff3J39//1rbJPpE3KA6vnx8fCg1NZXbyGAw0Nq1a2855h588MFqfSZqEHludAe3Pl//5DxLkuR0VarX6+nUqVO8SAo6giO2bdtGYWFhVV63iOvCiu+pLmw2G9MtAJCnpyc7hGazma5du1bp2d999x1fNWs0GqdraIVCQd27d2dnsqYQVAOxuYtJffz4cTIajZSdne3kPBMRrV+/ntavX0+RkZHk4eHBdohr8aFDh3L7uoK8vDzy9vYmAHxVfOzYMSovL+drHmGPmOgfffQRRUdHk7+/vxMNRqVS0YQJE2jChAlkNptdsufIkSNOk7tp06Z04MAB3jDFJupIgVm4cCG1a9eOwsLCKCwsjFQqFTtlGo2GXnvtNTKZTDW2RZIkeu6555wOOXq9nr7//nv6/vvv2SbRZ5Ikkc1moxkzZrAtzZs3d7JHp9PR6tWrXeovq9VKkZGRFBkZyeNSOGYrVqyg0tJSJ0de2PP444/T448/Tr6+vk5UALVaTZ6enrR///5K4646MBgMZDAYSKfTVXJUlyxZQuXl5exciPYUnzN8+HDS6/VOBxNxSE1PT7/lQfufcPny5So3xLfeesupbRxhs9no4Ycf5j5ynPN+fn7k5+dXY2deYM2aNVVuPuJKt6pxIEkSjRw5kkaOHFnlFXRkZKTLa+KUKVNoypQpVdo0e/bsKp8rxtKtnLjqbqS3Qr9+/ap87osvvnhbOkhsbGyV7xPUMVfRt2/fW7bP7Nmzb/m+jh073tLZqA1tY8GCBbd87ttvv33L97Vt25batm1b5ftqQ5MQ+0JVz127du1t3xseHl7pPUql0mVbBGw2W5XUmePHj9/2fcI3qOjY1gWmTZtG06ZNc3p2Tk4O5eTk3PI9VTm2EydOpIkTJ9baHuF/iAOV8CPKy8tv+R7Hvc/xlZ6eXq3PrInz/K+nbYwePRpqtRpqtRrR0dGcVQsAgYGBrH8rsGfPHhQXF+P555/H888/z4lUSqUSZrMZZrPZ5cxyIkJ8fDzi4+Oh0WjQqlUrzJ07F3PnzoVCoUBAQACMRuPNkw+AM2fOoKysDGVlZZg1axbbo1KpOEO/NokWRIS4uDjodDpEREQgIiICc+bMgVKphI+PDycSiL8tKChAQUEBrFYrXnzxRWg0Gv6dm5sbDAYDt7crkCQJbdq0gV6vR3h4OMLDwzFv3jyoVCp4e3vD29sbpaWl3D6AXa9bpVJh2rRp0Gq10Gq1kCQJXl5eKC0tRWlpqcsJcW5ubvD394eHhwc8PDwQERGBhQsX8nf08PDgBArxns6dO0Or1WLIkCEYMmQIVCoVbDYb/Pz84Ofnh4yMDJcSBokIPj4+0Ov1/Grfvj3Wr1+P9evXQ6PRwM3NDSaTice16F93d3e4u7ujTZs2UCgU3GfNmzfH2bNnazyGiIiz5HU6HVQqFTQaDdq1a4d27drh7Nmz0Gq13E4iwYmI0K9fP/Tr1w+enp7Q6/X8TIVCgY4dO+LEiRM1zngnsmf8l5SUsC6yeIWFhYGIoNFooFQqWePZ8fn9+vWr9HuNRoPHHnsMmZmZyMzMrLE9RITs7OxKbRsUFISuXbty21SlsRwTE+O0DgB2vfOFCxdi4cKFrPBQExDZCxtVbFtvb2889NBDeOihh245T3x9feHr6+tkj0ajgUajwc8//+xS0RsiQuu5mTE5AAAgAElEQVTWrSupvYixPXPmzCrXWmG/0FF3hFqtZoUJVzF06NBK/6fVapGQkHDbcdmqVatK/6dSqTBhwgROUncFL7/8cqX/U6vVvHfcCiJxzhGiz5o0aeKyPTNmzOD9R0Csuy+88MIt3xcSEoKQkJBK/9+8efNaKUqIdbVDhw5O/9+0aVOMHTv2tu+tStnn3XffddkWAaVSieTkZKfx0qFDB05ivhWqUh2pq0JtiYmJSExMRI8ePQAA8+fPR0BAQJXzSKCq+ff555/j888/r7U9bm5ucHNzQ0FBAdRqNVJSUpCSkuKS8opjPYG6wr+6SMrGjRuxfPlyHrxLlizBI488whuEyWSCu7s7Fy0AgEuXLkGv1/MEElnEkiSxZMuVK1cQHR1dY3sWL16MdevWAbAPynfeeQfjxo0DYF8MjUYj3N3d2fHRaDT4888/4ebmBgB45513ePMTdnXt2hUXL150KRv3v//9LwBg+/btUKvVWLx4MQC7/JxarYbJZGLnpry8HFqtFvv37wdg3xTeeecdp0x9o9GIO+64gwupCJWQmmDatGk4duwY3N3dsWzZMgDA7Nmz2R7AnlFvMBi4XX788UfYbDa8//77Tm1XXFzMG/OFCxdY7aImmDlzJtLS0liubPHixUhMTGTn12w2Q6/Xs+KIRqPB+vXrYTKZsHHjRgD27HS9Xs9yX3feeScuXbpU4z4jIqxZs4aluvR6PaZPn45Lly4BsI8hq9XK8j0GgwFKpRJbt25lZ+vkyZOw2Wzw8fEBAGRnZ6NTp05ISkqqcvO/FYQjnJ6eDsA+T9RqNSukdO7cGSqVip0thUKBsrIyKBQKfP3112xfSUkJO16+vr64dOkS7rzzTmRlZQFAlZvtrewR39tkMjk5x3FxcRg+fHiljcDx4Lxq1SqYzWan/2vatCn27NmD6dOns71CjaM69gDgwkeO6NSpE7p161bJHpHhbrPZ8MUXXzhJygFAQEAAq5c8+uijsFgsNTqEKRQKlnpyRJs2bW7Z98Lh3rVrl5MtwM0N68aNG4iOjnbq6+raU5WzLpw+f3//Kt8n1AmEbJ8j2rVrd1ulgOrA8TsKhIWF3VKyUNhz5MiRSr/r169flc+rCapydENDQ3n9qwoWiwWHDh2q9P9CNaU20Ol0lb6TkOe71eHLarXi+PHjVf7u77//rpU9Yry1aNGC1SMAuzrLrQJdYv8USimOEPO9tggICHDaJ1544YXbzg2r1cpSn46oKxk/8dn/+c9/cPToUUydOvW2f282m6tUbKlriMCOUBC7FcrLyytV661PGb9/feRZhgwZMmTIkCFDhoxqo7r8jv+Lr3/iPI8fP96JF9OsWTNKSUlhKS9HrrDgsmk0mko8H8HzE4lNrsqMCbk88QoJCeEEpitXrjglngk+pru7O3ORxfsckxxiY2Ndtmfo0KE0dOhQ5hu1bNmSWrZsSampqXTx4sVKXFWLxUKenp7k6enJPGmRtCYSkOLi4px4pdWF4En37t2buU/R0dEUHR1NycnJ9Oeff7IUmUhCEZxRX19f8vf3575SKpXMFRUJPq5wesvLy6lDhw6kUqn4ue3ataOkpCSWFSstLWXbLRYLlZeXU3BwsBN3TaVSkVar5Wd07969xpxnSZIoLy+PgoODnaTpOnbsSJcuXaJLly7RDz/8QAaDgRNQzGYzGQwGCgkJYXkh/C8v2VGubODAgWQ0Gmtszx9//MHSWOK7tW7dmlq3bk1HjhyhDz/8kHnIZrOZLBYLlZSUcLKiGMeCn67Vaqlp06Y0ceJE7tuaYPXq1bR69WqWPROv0NBQ2rNnDy1ZsoTtEZKIJSUlVFJSUim5R6lUkk6nox49etDKlStp5cqVLo2hJUuWOPGEFQoF+fv70/bt2zl/QHCxBf+6pKSkEq9PoVCQu7s7LVq0iBYtWsQJWTXFypUrnST8AHvuxdq1a2nt2rV06NAhMpvNTrz5oqKiKnNAxFrw999/u5x3cfjwYTp8+LCTPWJsLl68mFJSUng9Ed+3sLCQCgsLq+S4hoSE1HgsV0ROTk4lnrpGo6GFCxfyeHHkPovks6rsiY+Pd0k2zxEWi6VSYptWq6UNGzbQhg0bOPnV8TOys7OrtOfYsWN07NixWrUPEbHsphhLIj8lOTmZ7XC0KSkpqUpusVKpdJkvXxFGo5G8vb05b6F169ZUWlpa5d/+/vvv9Pvvv1eyycvLq05sEdi+fTtt376dhgwZQtOmTbvtPFm6dGkle6ZNm1an9hDZ+dh5eXl0/Pjx247NESNGVLLHYDDUuT1E9rEicnZu9fvIyMgqufI1mVuoAef5X0/bAG6KeQ8YMAChoaF8NSKEtcUVNGDnF/Xp0wfnz58HYKdruLm5wWg04q+//gLg2lWBQqHATz/9xD97e3tjwIABfPWZmprK17Ti+ZIk4cqVK8zBO3PmDIiIhd4BsE2u2CMoGID9ylxUfgsJCUFSUhJsNptTgQabzcZXb4899hiKiopARCy2X1xcjL/++sslTrigfpw7dw5EhKCgIK4G17x5c5SUlPBVm1arhUql4p9/+uknPP3001z4A7Bz2fLz8/lK0JU+02q1uHbtGmw2G18p9e3bF82bN0dBQQEA+xgSRSMAOxXg448/xqxZs/hvVCoVWrZsiezsbAD2MVbTNlIoFPD29obFYuHv7e/vj759+6Jly5YA7NUPDQYDFydQqVQoLy/H7NmzsWDBArZPq9XizjvvBAAkJyejuLjYJXvuuOMOpkqUlZXB09OTq+J17NgRFosFaWlpAOx8UDGGRDGeNWvWMLcYAO666y5cvXqVOcs1xaOPPgrAfu1qMBjYtgkTJiAuLg5arZar18XFxXH7AMAdd9yBkydP8jqg1Wpx3333OfENXbFp2rRpeP311/n6U6VSYfbs2ejRowcX8Dl27BhiY2O5HfLy8uDp6cnjB7DzAydNmsQ0mcLCwiopGP+EsWPH4qWXXgIA5houXbqU51pxcTH+/PNPpju5u7vj4sWLPD7EGqXVapkCkJeXh5CQEJeKJggOaHh4OJKTk6FWq7F69WoAN8eQWItbtmwJDw8PXtcd121xtb1v3z5IksR2urIW+fn54b777sMvv/zCY2jXrl0ICAjg6p05OTlo1qwZtFot098qwtPTE998802NP78i1Go1fvjhB9x///0A7DSOEydO8JqZlZUFjUaDpk2b8ve97777Kj0nMjISsbHVqw/xTxB7WXR0NOLi4vDRRx/x77Kzs6HX63k8SJKEe+65p9Iz3nnnHQCu9VFVcHNzQ1JSEs+1kJAQSJKE4uJi7keNRgOr1cqFpCri2rVrdWKLQHx8PAB7f4jxKtYcjUYDhULBtJ85c+ZUer+oNFiXUCqVnMMg4FidErCvA1u3bq303tpWW70VFAqFU/6LYzEZImI+dFXvqy/8KysMisHp2BmAfbPQaDTMifPy8mJu5KpVqwDYS0zPmTMHkydPdnqvUqmsxEGsCUpLSyvxJQsLC53Khnp5eUGSJF5MFi9ejFWrVjEHa8aMGTwBxUZrtVpdStYpKSmpxKUTzqfZbIZGo4Gnpyc7amq1GgkJCfj5558B2DfhWbNmQaVS8eeL5DlXOIeCx+vt7c3fUVQYKiwshKenJ09ck8kENzc3zJ49G4Cd+zh48GAsWLDAqV0CAwORk5MDAMwVrwmKiorQtGlTTvgD7GMoLy+POcM6nQ4lJSXct6+++ipOnDiBzp07Y8WKFQDsDojZbMYdd9wBADh//jxMJlON7SkpKYG3tzcvcqI8t+i3pk2bQqFQcFs2a9YMCxYswN69e7mvf/31V/j4+HC/xsfH48cff0RJSUmNN7Hy8nL+3jqdDuXl5UhNTQVg5797eHgwz1tw2hYvXozvv/8eAJCRkYGCggKEhYUBsM+x0aNHY8WKFXzQqEkio+DDubu7w9PTk3noZ8+eBRGhSZMmPH7j4+Ph5+fHPP81a9YgKyuL+7lTp05o3bo1pk6dipkzZwKwl4WvaRuJxFWxFhUWFmLPnj3w9PTkPnnnnXfw1ltv8QY/Z84crFy50ikRtW/fvpg+fTp69eoFwL5OvfvuuzUeQ/S/SaKAfePJz8/HunXrEBkZCcA+h5cuXcoVNAF7VU3BUxdr34QJE7B8+XIAdifx4sWLXC3VFTz22GM4d+4cUlNTOd+kc+fO8PT05LX5jTfeABFxwtOpU6f4/cKW6dOnQ6VSMXf9drzg2+Ho0aNYtmwZ86rffPNNdOnShRPMtmzZgqeffhpExNVphWMtcPz4cSdnVew1rsCRM/z+++9j6tSpXGG1adOmuHjxInr06MFrsaenJ1f/FHBcp+oKkiQhKyuLn6tUKqFWq5Gfn8/jTARhHPdNhULhVL67rm1y/LdCoeC28PDwgNVqrZQr4Lim1icc20DYIZxnx7Eq+P6iImpDwGaz8XprMBgqleIeO3YsvvjiiwazR7SVQqFARkYGV8cUOHXqVI2rdipqUGFQ5jzLkCFDhgwZMmTIkFFdVJff8X/xdSvOsyO/E7ipPTt58mQiIifR/Yr8rPj4eIqNjWU9VS8vLwLsmpqOvNaaoqJ+o16vp6lTp/Lvhea0I3/HZrPRkCFDuDCCKPOrUChYl9VsNrtUqrddu3ZO3Ec/Pz/WgZQkiS5fvuzEwySy6/oOGjSIBg0aRK1bt6bQ0FCKjIxkzuo777xDZrOZ8vLyKC8vr0b2DBs2jIYNG8bcvujoaJoxYwbNmDGDJEmio0ePOnF5iYj/3adPHwoLC6PIyEiKjY2l2NhY0mq19MEHHzB3NjMzs8ZtNHv2bNYM7tOnD/Xp04e1XkXREaFVKVBeXk69evWiwMBALooyaNAg8vT0pE8++YQ++eQTMhqNlJKSUmN71q1bxwVkFAoFTZs2jebPn899tHnzZi74UVpaSpIkUWFhIbVr14558506daIxY8ZwufF169aR0Wh0qX0uXLjAxWJUKhWtWLGCli9fTsuXLyer1Upr165ljrHBYCBJkig5OZnnlk6no3bt2tH06dNp+vTp1LNnT/ryyy/JZDK5NIbE56xfv568vb1p7969tHfvXlq7di2ZzWb66quvuG3KyspIkiQud63T6UitVnNJ9eXLl9Orr75KR44c4Xl/Kz7e7WC1WikvL4/Hd3JyMh08eJCMRiP9+uuv9Ouvv1bSwp49e7ZTsZnmzZvT/v376fz588z3FTkIrkBwiH/77TcqLS2lzMxMnkuikIQjz7hnz56VeMXXrl1jux11s2vD7S0rKyOr1cq5DVarlceNY+6Fr6+vU+GZ8PBwnoe1LavsiIqfK9rcsd1FnowjR12UpK9LW/7JTgFhZ0XO9ujRoxvElqpgtVorcVX379/faPaYzeZK9ogx1xgQ65ajPbWdS7XFlStXKrVRY2LFihV1Yg/kIim3d5779u3rJCw/efJkdpyrKkggSRIdOHCADhw4QLGxseTl5VVpQRSJea4O6IrJiwkJCU6LsoCjw7p//34aMmQIOxuOSU0DBw6kgQMHumzP3LlznZznTz/91GmjEBAbpMViob1799K4ceNo3LhxFBISwgcL8ZwRI0a4bM/XX39NX3/9NWk0GlIqlbR79262p+LmLKrU7dy5k3bu3EnTp0+nqKgo8vPzcyrY8sQTT7hUbEPg3Llz5O/vTzqdjk6fPk2nT5/mDdRxYy0qKuLFd9u2bTRz5kw+7AQHB3MBkBdffJFefPFFropYUxQXF9MDDzzAhUmysrJIkiTe0EXfFRcXU3FxMZWVldHWrVtp5MiRFBMTQzExMRQWFsbFUXQ6HS1btozfW1PYbDZ2UN955x0qLy/nNhHPFE6YaJ9PP/3U6TAYFRXF1Tx9fX1p06ZN3D6ujiWj0UjFxcVVVscU9ohDsDig+fv7k7u7Oyep+vv706BBg+jChQu1GkMCFb9PxX/bbDZuo379+pFOp+NDaXR0NPXq1Yv27dvndBCpTzjOtcDAQHbkFQoFxcbG0vLly7nyYl0lfFUHhYWFTpXqFAoFjR07lg9bDe1wiKpwjs7qp59+Sp9++mmDtovA8ePH6fjx45UcjRs3bjS4LQLLli2rlPzamI7hwIEDKyWDNiYqHgZDQ0Mb1R4ickpQTUhIoISEhEa1p+J4vl1hl394jpwweDvs3r0bgF2v+NChQ8jIyAAApKWlITg42H6qgJ2w/+233+LBBx/khBnBORZ8H51Oh6ysLKSnpzOXypWiJKtXr0anTp1Yk7eoqAg5OTlM2heardu3b8egQYMA2BMciYh5lkFBQVCpVEhJSeHvZLPZXCoAMnfuXE4QNBgMSEtLY46xh4cHJ5YJzl+vXr0wePBg5qcpFAq0a9cO5eXl/J1EUp8rBUBGjhwJALj77ruhUqmQlpbGiR86nQ5Go5E5YX/++Sc6deqEhx56CACYx96/f3/WBz5z5gzc3NyYw+YK9/GOO+5AamoqVCoV8vPzAdi5vFqtlm1zc3NDeno6c0ZHjRoFvV4Ps9nMCWznz5/HmTNnWEvXYrG4pN3p5eWFb775hseD2Wx2SqwoKyuDVqtFaWkpAHti0fjx46HT6Zhf+Mwzz+DYsWOchNW/f39IkuTSGFIqlejTpw8AoE+fPjyvAPsccdRPF8m5L730Eo8hjUaDqVOnstZqRkYGj8na8CCF+H5FWx3zCcS4ELrrVqsVPj4+ePHFFwHYkzptNhsiIyPrhJNZVSEURxARry8nT57k4i4AsGHDBnh4eEClUjF3uj4TZYQ9gD2/oKCggPuxVatW2LFjhxN3tq4Svqpjk8FgYL6+SqVCp06dsGrVKpfWnLqwJysri9tKzIcnnngCQP33UVVw1HYW8w0AJxE3Bvbt28f2APZ53hhtI/Dnn3/yv5VKpUsFh+oSIkcFAO99jQ2xX6hUKsyfP7+RrbkJMc9vV9ilriBznmXIkCFDhgwZMmTIqCb+dZFnopsZzRs3boTBYGC5srCwMCxcuJBVGubNm4fk5GTMmzePoxkhISFQKBScrW0ymdCjRw/89ttvLkWcRVRCoVDg008/xeXLlwHYIwGJiYmcvfroo4/is88+w8WLFzlz3GKxICYmhm2xWCwwmUwYMGAAfvzxRwCuRcFFG23ZsgUAsHbtWtxzzz2s6rFz50707t0bu3bt4qjg559/DpPJxFHxGzduwGazwWq1soTSV1995XIZbNFn165dwyuvvIJJkyZhyJAhAIC9e/eiffv2HDFITk7Gt99+yxnUjz76KFJTU2GxWPjzH3roIbz99tsul8EGbkphbd++Hd27dwcADB48GF9++SVnkl+9ehUFBQUsn1VeXo5nnnkGFy9e5H7z8fHBY489xhJtQlXBFThmjotqhiJqr9frcf36dY6Kp6WlwWQyISEhAYcPH+b3t2nTBvfeey8Ae1UuV0upV2WbiHq7u7s7RcFNJhPy8vJgsViwZMkSAMBvv/2GJk2aYPjw4QDskXVXZepuBzG+lEolR5yFUomY94mJidizZw9LR/bt2xcajcYlJRtX7HOU9bNYLFi5ciXPPTc3N4SGhjop/rgy72tij4g8CXlMoYAREBDAlQEdlYIaIpJos9nw7bff8mfNmzePx35jRDIlScJHH33Enz1//nzMmDGjwe1wtOe7777jnz/++ONKqlENCbGOij1PrEFCnaSxbHKcO9nZ2fU6l6pjj7gls1qtTgo7jWUPcLNabX2rj1QHYn0hIlYmaQj8K6XqBCRJQmhoKJ588kkAdudixYoVTHnw8PBAYWEhvLy8+OqGiNCiRQteEH///fdqlwj+JxARxo8fD8B+fW6xWFjb8dixY/D390dqairL1BgMBthsNpZoUSgU2LFjB6KioupksxBj48CBA4iJieE2WLBgAb799ltER0fzNWBoaCgKCgrY2RAySV9//TU6dOjA9tUFiouL4ebmxp+1du1aJCYmskTVunXr0KZNG5ZBKysr4/Kw4uDRs2dPKBSKOrFJaDkD9gXu1KlTSEhIAGAvvztv3jy2LTs7G7m5uU4SOjNnzsTgwYP52rIuN3qim5J+Tz/9NB555BE+BPXt2xfXr19HUlIS4uLiANgXxSlTpqB3795sS31cu1utVixfvpwPVpMnT0bXrl1RVFTEm+iAAQPg6+uLUaNGAQDat29fb/YA9k1czOX58+cjKCiIaT7btm3DlClTeK51796dD9L1ZY84BKnVanz11Vc8LpKTk7FlyxZ88MEHAOz6xv7+/k5UifpyFsWaIMqAX7lyBcePH+c++/bbb+Hr6wutVtvgVIkrV65g3759+PXXXwEA6enp2LlzJ9zc3Oplbv0TMjIy8OWXX7LmsZeXF3766adGsQUA8vPzWc/9p59+wrBhw1iKsTEOF2Jdmjp1Ko4cOcLtJPaLxkBhYSHi4+NZwvSvv/6qs/LXriA3NxedO3cGYKcnXrlypVEpLeIA37FjR4SGhuLMmTONZovA5cuX0blzZ/Ts2RO7du2q1bNqIlX3r4s8O0KpVCI1NZVPK5mZmXj55Zd50TeZTNi0aRPGjh2LadOmAbB3lOMCWJcnHYVCwQUArFYrSktLeZPS6XQoKirCpk2bMGHCBADAK6+8gkOHDjlFmeuSnyUmaa9evUBEvIhs3boVnp6euHr1KjZs2AAAeOqpp/Duu+9i06ZNAIAff/wRSqUSBoPBKVJbFxBOgnjeF198gRYtWvAGvmXLFjz11FP46quvAIC1g4VuLQAnrnht4fgclUqFzz//HG3btgVg15jetGkTnn32WQDApk2b8PLLL+PHH3/kKOH169chSVK9RTgEx3/06NE4dOgQNm/eDAB4+eWXsWrVKsyePZu5vaWlpcjLy+ODias6uP+EgoICjB8/nrV4V61ahddeew3vvfce5s6dCwBYtmwZsrKyOEJvs9lqFZW/HaxWK8LCwvjA9eyzz2LOnDl44403ANiLBD355JN8S2UymSpFqeoajuvQAw88wI7P008/jU6dOvGBJzk5GWazuU7H9O1gtVq5iM63336LJ598EmPGjAFws/iQj48P31jU92Yv5lFoaCjOnj3LN4fCgTeZTLx2NZTjQUQICAjAlStX8PHHHwMA58k48kUb0hHS6/XssO7atYuLVwl7G9opE+PD3d0dJ0+edLKnsaBSqdCiRQv88ssvAOpv/asuNBoNoqKiAADbt29vVMcZuFkEJSwsDMeOHWtUWwR8fHwQHByMHTt2NOjn/qsjzwKiDcxmM5RKJZKSkgAAERER0Gq1TuLgQMMswEQEk8nEn3v+/Hm0bdsWWq2WHRuxuTaUPeKgoFQqcfLkSXTq1IltMJvNTo5NfV91OdqjUqlw6NAhdOvWDYB90ywrK2PbVCqV0zVyfUIUWxFOoaiyJ5I+VCoV3NzcoNFonNqovjYvx4I0GRkZCAwM5E0rPz8fJpMJAQEB7HSJqla1qcB2O4i5JpK7HAsV3bhxA4WFhYiIiABgd4q0Wq1T9br6GldivokxbLPZkJOTwxUEBT1KOGEqlcqecV1HlJaqIOa5oJOIaFh2djZiYmLYEWrSpAmP9fq0B7ipziQO6devX4fZbOY+u379OgICAuDm5sbjub7XAjFW8/LynApyhISE4Nq1awgMDHRynhvigCFJEi5fvoy8vDxuG19fX648CNjXqbq6/aqOPb/++isXKRo2bBiaNGnCwQT//4+98w6Pqkzb+H2mZWaSIZVUUhEkMVFKTBRsKAqKCNKVXSwUAREVkEVUFEVAEHDF1dXVj4UV8LOyigvSEcHQEqQktGAqJCHJpE2mnTnP98f4vs4kk5BMCrvfnt91nYuQzDnnnrc+b3uekJBOayMBZ/1iUQeLi4vxpz/9ieebzWaDTqfrVEORtZNz585FRUUF16bX6zu03WkOURQxfvx4vhK+d+/eazoLbrPZ+IC9rKwMeXl51+QgLoNNqsTHx6Ourg6VlZVtbv/kICkyMjIyMjIyMjIyHYA88ywj0wG41qtrvdTGYDN0ru4EGa5ba1xdtnUU7NCZ63sazsKxA54NV1o6So/dbnfbj+q6LYPNlLPZsfr6evj6+nZo3rKVFRZC2PWwjiRJyMnJAQD06tULFRUViIiI6PCyJooijEYjn6FnB5rYLNDatWsxZcoUlJWV8RnXjtTkcDjA2ni9Xg8fHx+3UOeLFi3Chx9+yEOxx8TEdKgeVscWL16M4OBgBAQE8DDrdrsdL730ErZv3w7AuV0hODi4U7a1pKWloUuXLtwlXWBgIHr16oW33noLAJCZmYng4OBOmdmUJAldunTh39vX1xc9e/ZEv379ADhdL164cIHnY0e3RZIkubUtSqUSPXr0AODcsnjkyBEe+ryjV3YANLmy3K1bNwwfPhwWiwUfffSR2986GpvN1mgLS0BAAKZOncr3ZDPXq52Bp/DgOp0OCxYsAOAMFc7OXbUGec+zjMw15t/FYHaluU7IVW9nLGszjwzNwZaRO2NpUBCERvupG26lYfv9ALgdzuso2Pdme5nZ0jLLH+Y7XBCEdju0fDUUCgU0Gg03CGtra6FQKHhe3nbbbZAkiWvraOx2O7799lsAwMsvv4yffvqJawsICED37t1RW1vLfWJ3NKdOnQLg3K//wgsvYPPmzdzouOeeexAUFMS93bDDpx0FG2w9/PDDOHbsmNtWCEEQ0L9/f+h0OgBOA7IzDGeHwwGdTufmpcFkMqGsrIx73dDpdFCr1Z3SDlksFp4GDEmSkJ2dDQDIz89H3759O23bRmFhIWJiYtx+x/KxsLAQH330EaZPn95p/cu7774LwHmovSFVVVVYtWoVP+jZWdxyyy38LJgrZrMZr732GgBgypQpHa5DnnmWkZGR+Y32PtzaFlzd4F0tiEpnwWaYG86Cd+b5C1cKCwu50VdQUID4+HiuLTAwsNMCtDDYTO7NN9+M999/H08++SQ3km+44YZO1wM4jY2ePXvi66+/xoMPPggAmMctXCcAACAASURBVDhxoltQq86EzXCz8wRxcXFYv349BgwY0OlaALgZz1arFeHh4Xw1o7MGpa6wgagkSSAiBAYGAnC6ab1We54VCoXbaqqfnx+qq6uvSXkGGrczOp0OJpOpzeVZ3vMsIyMjIyMjIyMj0wHIM88yMjIyMjIyMjL/1cgzzzIyMjIyMjIyMjIdgGw8y8jIyMjIyMjIyLQQ2XiWkZGRkZGRkZGRaSGy8SwjIyMjIyMjIyPTQmTjWUZGRkZGRkZGRqaFyMazjIyMjIyMjIyMTAuRjecGMMfkrheL7AUAjz/+OABnpCSHw4H6+voO19NQkyiKPITn8uXL+WcdDgcPYtDRmhqmEYsYtXPnTuzcuZN/zjWSVGfqYaGNASAvLw/A7yGhXfOzI2iopWGemUymRp/rDBq+iwXh6Oj0kJGRkZGR+f+EbDzLyMjIyMjIyMjItJBrbjwLgqAUBCFLEIQtv/0/SBCEHYIgnP/t30CXz74oCMIFQRDOCoIwuL21OBwOKBQKlJSUoKSkBJIkQRRFbN++HVeuXMGVK1dw+vRpvPXWW8jJyUFOTg5sNhu6du3a3lIAAHa7HYIgQBAE5OXlweFwQBRF7N27F3v37oXRaMSxY8fwj3/8A//4xz+Qm5sLURRxww03dIgeq9UKq9UKQRCQnZ0Nh8MBu90Ou92OgwcPora2Frt27cKuXbuwe/du5Ofnw+FwYMSIERgxYkS767FYLLBYLBAEAVlZWXx2126348iRI6ivr0d9fT2OHj2KY8eOoaioiH9mzpw57Tbj6/ocs9kMIsLJkydx8uRJrufXX3/Fr7/+CqvVioKCApw+fRqlpaUoLS2FKIr44osv2kUL08M0WSwWvnqRl5fH9djtdtTV1UEURdTV1SE/Px/5+fmorq6Gw+FAYWEhCgsL200Tw2azwWazQZIkVFRU8JUAVtckSeKfqa6uhtVq5d+no1ZVRFEEEaG+vt7jSg8RcV2uKxeu4bPbE/Z+9i5P5ZRpYp/tSFrz/P/PQbdkZGRkGNc8wqAgCLMBpALoQkQPCoKwHEAlES0TBGE+gEAi+pMgCEkANgFIAxAJYCeAnkTU5JpzSyMMsjSor69H165d8ac//QkAoNFosHv3bhw8eBCjR48GADz33HPo168fv+ehhx7Cd999h+eeew6rVq3yNhk8aqqrq0NoaCgA4LXXXoNarca+ffuwb98+AMCjjz6KWbNmISkpCYAz3vvzzz+P1atXY/Xq1QCAWbNmtYseSZJQW1sLAAgPD8eKFSsgiiIOHToEANi9ezcmTpyI6dOnAwB69uwJQRCwZs0azJw5EwCwefNmPPjgg23WwgyH6upqAEBUVBRWrlzJjaucnBxs27YNU6ZMAQD84Q9/wPXXXw+1Wo3NmzcDcObbgQMH0Ldv33bRwwwqo9GI2NhYvPnmmwAAnU6H/Px8bNu2DQAwbtw4jB07FomJidDpdACAbdu2YdCgQcjKygIA9OjRo816AOdgsLy8HNdddx0AYOHChYiJiUFlZSUAZ56lpaVh9OjRSExMBAB06dIFe/bswR133AEAOHv2bLsMDtnWldLSUgDAjTfeiKeeegr9+/cHAPj5+WH79u3o3r077rrrLgDADTfcgODgYBw+fBgA0K9fP1y8eBG+vr7toodt7SkqKsIdd9yBsWPHYty4cQAAg8GA8+fPo0uXLgCcZb5fv34IDg4GAJw8eRLJycn49ddfodFo2qyFYTabUVBQgPHjx+O+++4DADzzzDMAnAMhwDmIFUWRp11YWBh++eUXpKen4/Tp0wAAhcL7eRFXPfX19cjJycFrr70GABg0aBAmT57M65pKpUJVVRUvU7fddhuioqKQlZWFYcOGAQB27doFQRC81sM0EREsFgtOnDgBANi0aRP69++Phx9+GIAzfTQaDd8Wdfr0aQwdOhTR0dE4duwYAGDatGlYt25dm7QwPQB4GTp06BAuXbrE61qfPn1gtVqh0Wh4Wn311VeYNWsW4uLiAAAZGRl49913MW/evDbrcdXkcDiQmZnJy66vry+6desGu90OlUrFda9evRorVqwAACQlJWHXrl3IyMgAANx5553tqqmoqAgA4O/vD6VSCV9fX95mKhQKiKKI2bNnAwA+++wz3HvvvTyfamtrERQU1C56XDGbzbzuKpVKN71sYDxu3DgcPnwYkyZNAgC88sorcDgcUKvV7a5HkiSP9dZVU3p6Ompra/H2228DAO9P21q/vEGSJMTFxXEbZePGjejZs2en63DVw/qqnj17Ytu2bfD392/VM1oTYfCaGs+CIHQDsA7AmwBm/2Y8nwVwFxFdFgQhAsBeIrpeEIQXAYCIlv527w8AXiOin5t6fkuNZ9bY3nPPPejbty9WrlwJAHjrrbeQmJiI7t278wYvOjoa8fHx2LhxIwAgLS0NdrsdgYGBKC8vB9C2jotRUVGB2267jc8ir127Fq+++irS0tIQGRkJAOjevTt69uzJC+w777yDIUOGwGKxICQkBABQWlraLnrOnz+PgQMHAgDi4uLwzTffYP78+XjggQcAAHq9Htdddx1uvvlmAMD111+P2bNnY9KkSTx9IyIiUFRU1OaOXRAE7N27FyNHjgQAxMTE4IsvvsCCBQsAAKNHj4YkSXxQMWjQICQmJuKBBx7AkiVLAAB1dXWIiYnBxYsXAXifZ5IkQRAE/O1vfwMAPP/884iKisIHH3wAAHjzzTfx2GOP8UY6Pj4ew4YNQ1RUFJKTkwEA//znP2EymbgBe/LkSa/1iKLIG9KZM2fik08+4Q3I/PnzsWHDBjzyyCMAgL59+0KtVmPEiBHQarUAgJCQEFy4cIEbamlpaTh48KBXelxnixUKBfr3788HCFqtFkOHDuXG3tixY3n5YmVKkiQYDAbU1NQAcHb4Dz74IDZv3uxVZ8E6xOrqami1WkRHRwMAKisroVQq0bdvX1RVVQEA7rvvPtx///3cOBo7diwkSeL5yGbJJ06ciE8++QSAdx2Yw+FAQUEBb/S7du0Ki8UChUKBbt268efeeeed3JiuqqrCrFmzeKfK8kahUPDBMutcW4soijh16hQAIDQ0FDExMXA4HPy7denSBT4+PrjnnnsAAKmpqSgqKuKDdaYXADfUFi9e7LWByMrP4cOHERAQgJtuuol/b0EQoNVqeZ7cc889iImJwYULFwAAW7ZsafQ8jUaDTz/9FGPGjPFKD+A00vft2wdfX18+yGSaXI2x1NRUhIaG4vjx4wCA3NzcRs/S6XTYs2cPACA9Pd0rPWazGVu2bOEGHRtMMFQqFQRBQFxcHPz8/AAAFy9e5JMPrrC/nzlzBlFRUV7psVqt+OGHHwA4y+RDDz3kNiBTKpUgIl7m7XY7ampq+JmQhoSEhKCwsJC3Ua2FGemsXevTpw+A3/NMqVTytsHPzw9ms5nf48k+SkpKwqlTp9pksBIRTCYTL98RERH8fBAz5CVJgo+PD/9MU7ba008/jffee89rLQz2nR0OB+Li4lBSUsL/plAo4HA4eJ1uKq8A8AGYt+W5IUSEuXPn8j7WYrHwyRim7WqrgLW1tbxsN8d/UnjudwDMA+D6zcOI6DIA/PZv6G+/jwLguo5c9Nvv3BAEYaogCEcFQTh65cqVjlEtIyMjIyMjIyPz34knzwCdcQF4EMD7v/18F4Atv/1c1eBzxt/+/QuAP7j8/hMAo5p7R79+/agl9O7dm3r37k0ASBAEfoWFhZHRaCRJkujkyZN08uRJEkWRMjMzSafTkU6nIwAUGRlJgYGBtHjxYlq8eHGL3ukJSZL4FR8f76ZHoVBQfHw8VVRU8M+cOHGCbDYb7d69m3bv3k1+fn4kCALFxcVRdHQ0RUdH05o1a7zW43A4+BUeHk4AuCaFQkEpKSl05coVunLlCjkcDjpx4gRZLBayWCy0YcMGCggIIIVCQd27d6fu3btTcnIyrV+/3ms9RERWq5XsdjsFBgZyPQqFghQKBfXr14/69etHZWVlZLfbKTs7m7Kzs6muro7eeustCgkJIaVSSUqlknr06EH9+/enrVu30tatW73WU1ZWRiaTibRaLWm1Wq6H5VtiYiJdunSJp0t2djYVFxfThAkTKDw8nMLDw0mlUlHPnj1p6NChNHToUMrIyPBKiyRJ9P3339O5c+fo3LlzpFAoGpXphIQEysvLo7y8PKqvr6dffvmFDhw4wOtAaGgoKZVKnmfTpk2jnJwcr/Q4HA564okn6IknnqBFixbx/HK9oqKiKCoqirKzs6mmpoYOHDhAy5Yto2XLllFERAT5+fnx/I2Ojqbly5fT5cuXvdJjNpvJbDZTjx49KDk52aOe4OBgCg4Opp07d1JRURF99dVX9NVXX9HgwYPJ19eXNBoNaTQaEgSBAgMDaePGjVRdXU3V1dVeaSouLiY/Pz9+edLk5+dHy5cvp4yMDMrIyKBXXnmFwsLCeFlWKpUEgHQ6He3Zs4f27NlDZrPZKz3bt28nlUpFKpWKP7fhpdFoaOLEiTRx4kRatWoV3X///W7toSAIBIDUajWp1Wo6dOgQiaLolZ758+fT/Pnz+TM9XSwNUlNTacyYMRQTE0MxMTEe9SuVSjp16hRvQ71h5MiRzephaRAZGUkJCQk8bz3dIwgCr4/ekp6e3qwW13JkMBjIYDCQSqVq9rMVFRUdroeVM9ZeNvdZb8szEfE2qCWaWJt5tcvhcHith4joxx9/bNG7rpYu7GortbW1bnW4LRfra9qCw+Hg/XlL8+Rq+doSABylltqwLf1ge18AlsI5e5wHoARAPYBPAZwFEPHbZyIAnP3t5xcBvOhy/w8Abm3uHS0xniMjIxtVnIiICIqIiKCCggLewLo2tqWlpdxYmj59OikUCvL19aWCggIqKChoUSZ5QpIkCgwM5Iaha6GJj4+nCxcuuDX47OdLly7RpUuXSK/X04wZM0ipVPLnFBUVea2HGc6+vr5cD9OUlJREJ0+e5J9hn2fpVFBQQAaDgWbMmME70fDw8DbpISKy2+3cSHU1HPr160eZmZmUmZnJO2pRFEkURZIkic6dO0cBAQG8IdVqtRQbG0vFxcVUXFzstZ6amhq3Tpqlz4ABA2jAgAF0+vRpN8PBZrORw+Ggffv28Y6MGR89e/aknj170pUrV7zSIkkSHThwgDdeDRvfAQMGUF5enlu6WK1WEkWR3n77bXr77bdJp9NRSkoKL9/JycleG4Z2u50ee+wxeuyxxzw2aLfccgtPf1Z2rFYr2Ww2stls9Ic//IGUSiWFhYVRWFgYaTQaSkpK8qojlSSJqqqqqKqqimJjYz02+Onp6VRaWkqlpaVcDxv0MKObpa1WqyW1Wk3du3fnelsDqzdHjhxpssNiZaiystKtblksFqqoqODlh5U7pVJJ8fHxFB8f71XnLooiLVu2zK2eN7xuv/12qq6udhvoWywWbti7GmWuA0hvEEWRRo8eTaNHj26yU7zjjjuotraWamtr3fRYLBZauHChR+Pjjjvu8EoPy7N+/fo1qYd1+J703HLLLR7vmTlzJs2cOdMrTZIkUVxcXLOGQ/fu3d30ME0hISFN3rN582av9BARRUdHN6snPDycqqqq3PSYzWY+MPV0j9Fo9FpPWloapaWlNanH39+fKisrqbKykiRJIofDQSaTiUwmU5P1oK3G88qVK5vUo9frSa/XU1lZGdfjcDiotra2SWO6rZSUlLj1Gw0vnU5HJSUlPL9EUaSKigqPn20P41kURfL39yd/f3+P79BqtbytJnL2NRcuXGgyTVUqVYvei/8E49lNhPvM8woA83/7eT6A5b/9fAOAXwD4AIgHcBGAsrnnXs14djgcbrM9Wq2WcnJyuHHBZp1d2bRpk9sMpqeG09uKZbVaecVx1ZOTk0N2u513Wq588sknFBoaSqGhodyodC3AQ4YM8VqP0Wgko9HIn8tGptnZ2WSz2aimpqbRDM7q1atp9erVFBERQQaDwW3WUxAEmjBhAk9fb8jKyiK1Wu2mJzMzk6xWK9XV1VFdXV2jNHrllVcoMjKSgoOD3WbyFQoFzZs3j+bNm+e1noULF7qVA41GQ/v27eMdpsViaTTgmTx5MoWEhFBQUBAFBQVxPaxMffjhh17lmSRJlJSU5NYIKpVK2rhxI23cuJHP2je8Z/To0Xx2zNfX1y191Go17dy506tZOrvd7laeXcvle++9xwcSrt9VkiS699576d577yWNRsPzmt2r1Wrp3LlzrdZCRLx8eOoQV65cSXa7vVF5Zv8fMGAAKZXKRgMTvV7fppnn8+fPe2zs33rrrSbriSRJdMcdd3g0cplB3VpjnrFhwwaPet544w164403PJZLSZLo7rvvprvvvrtJY8nbWd6pU6fS1KlTPT53/vz5zT63KWM1NTXVKy2MgQMHenzuvHnzmp3R7tWrV5P3zZs3z2s9SUlJHp87e/Zsmj17dpP3eRpEsuvEiRNe60lNTW3yuS+//HKT97FVKE/3eVueiX5fvfD03JUrVzZ7b1hYWIcYq8XFxR6fu2HDhmbvCw4O7hA9oih6fC4bFDcFG7y7XqwfaytNrcY1t/LY1AAsMjKyRe9EK4zna73n2RPLANwrCMJ5APf+9n8Q0WkAnwPIBrANwNPUjKeNlkBEuPPOO6FUKqFUKhEZGYmpU6dy93BdunRp5B6Luft68cUX8eKLL/LDOkqlkrtG8/awFxEhOTkZycnJUKlUiIiIwOTJkzF58mQoFAr4+fk10uMa4GLevHn8sIFarYZarYbJZPJaD0uH6OhoqNVqREREICIiAk899RQUCgX0ej13F+csd0C3bt3QrVs3KBQKPP3001AoFLyw6fV61NXV8fT2Br1ej8DAQGg0Gv6uZ555BkqlEjqdDjqdjuth11133QUfHx88/PDDUCgUXJO/vz+KiopQVFTklR4iQkREBD+0pNFoEBcXh8WLF0OlUkGlUkGtVjfKs8GDB0On0+HGG2/EjTfeCEEQQEQICwtDWFgYTpw44fUBveDgYP4dVSoVEhIS8N133+G7776DSqWCUqlsFChm2LBh8PX1ha+vb6PTyfHx8di/f79Xh2NEUeTlkJWlyMhIREZGIjc3F0ql0i0/GKNHj8bo0aPh4+PDD6gAzoMhgwYNQnZ2dqu1AM6DgtXV1Y2+S0hICPz8/KBUKrnOhowcORIKhcLt70qlEjNnzkRlZSX3NtFaSktLG73P398fAwYM4GnTEEEQkJaW5jr5AMB5MGzt2rVYu3at18GJzGZzo9/pdDqMGzcO48aNa1JPVFRUowNmTP/PP//sprM1JCQkICEhwe13rEzNmTOn2XLJDlw21LR//36vtDAGD27sJVWpVGLhwoVNlh/AecC7IYIgYOnSpVi6dKnXeqZNm9bodwqFAkuWLOEHpFujRxAEpKSkeK3n/fff96hHoVDg1VdfbfK+uLg4fjDfFaVS2SbvFgsXLuR50/C5zz33XLP3hoeHN/od87jTFiIiIhp5ENFqtfwwd1N48jrywgsvtFmPUqnEN998g2+++Yb/LjQ0FOnp6c0e/PPk+choNMJoNLZZE2uvWR8wZMgQDBkyxGOeMFjb0BDm7aU9UV39Ix0PEe0FsPe3nysA3NPE596E0zOHjIyMjIyMjIyMTKfzb2E8Xyvmz5+P77//no9I169fj2HDhvHZFbvdDq1WC5vNxkc/u3fvhkqlwrJlywC4hzhmI7T8/HzExsa2Ws+kSZO4T1uFQuHmUkmhUMBut8PHx4e7EVOr1fj666+5/qVLl3K3UszFVu/evZGXl+dxRH81mM/b8+fPQ6VScfd8Tz75JJRKJU8fwOk+Rq1Wc9+cRIQ///nPcDgcfFa3vr4evXv35u7hGs4otVRTWVkZtFot1q9fDwBYsGABd6UDOEfwZrOZ59maNWtgs9mwadMm/hmNRoPq6mrceuutALzPsyVLlsBkMnEXVStXrsS2bdt4GWLuhlgYd4VCgf/5n/+BzWbjPrIlSYJerwfzDnPbbbehsLCQu1JrKUSErKws/h2VSiWef/55+Pj48HcTEdfGAsx88sknXB8L8sLc+jAfyFeuXPHK37NrKHJBEDB8+HAAzrLecMbZZrNBEAQ+c2W3291m7Q0GAw4ePIglS5agrq4OAFrkfojBZkkaujXq378/Ro8e3WhmyjVAyTvvvMODkjC6dOmCb7/9Fs8//zzX31qfz926dWs0K5ucnIw+ffo00sM+J0kS1q9f3+i+oKAgbN++HQAwdOjQJv3GNkd8fHyj37m66vSEw+Hg73WF+X8tLS1FTEwM19uaVQy9Xt/odzExMQCAwMDARn9jegB4nGFm/o69dXsGeHZrGRUV5VEr8LtbryNHjjT624033uj1rDzDdXWGERYWxuu9JxwOB3eh58qoUaPapAUAd5PqCisLnrQyPb/88ovHv+3YsaNNeppKh9jY2CbrB6vnOTk5jf7m6sLNWwRBgJ+fn9uK1a233tps3ZAkifedrixfvrzNegBwt4uMGTNmNPt5SZK4335XDAZDu+hheRMWFobi4mK8++67zX7e4XDw/qYhHeIHu6X7O/4Tr6vteR48eLDbvpigoCAqLS2l/Px8ys/Pd9tvyPayqdXqRgd82B7IxMRESkxM9Gp/nyRJ1L9/f7fnhoaG8k3xubm5bnsy2UECrVZLvr6+/FAf4H7QMDk52Ss9DoeDUlJSKCUlhT+L7Um7fPky5eTkkM1mc9MjiiLXwvYque6fZXoa7nNtCexQVnx8PN93yk7VFxcXU1ZWFt9jzJ7P7vH393fTIwgC37+alJRESUlJXu15NplMbvuomTeLgoIC2rVrF+3atYssFguJosg1WSwWCggIaLQ/XalU8nRKTU1ttDe5JRQWFpJWq3XTExsbS2fPnqWzZ8/S2rVruR6myWw2k6+vr1seMT1KpZLUajUNHz7cKz0//fRTo3257DBuRkYGLVu2zC3Pmjo45JpnISEhfI96a/NszZo1tGbNmkaHYgIDA2n//v20cuVKj3rMZnOTnhsGDx5M+/bto3379nm1T33FihWNnuvn50c7duygzz//nD7//PNG9cxsNns82KNSqej999+n999/nx8Qay0ff/xxo+dqtVrasGEDbdiwgTIyMvhhU/b8+vp6j/slWT4WFBR4fe7ixx9/pB9//LHR91SpVLRq1SrKy8tzSxsi4oe9PGkyGAxksVi80sK4dOmSx7Lw6quvUk1NTaOzIM3pSUhIaJPnDyKnF5mGz1UoFLRixQpasWKFx/3CtbW1HvVMmzaNpk2b5rUWImdf1rDes/Zk27ZtHr+r0Wj0qAcAlZeXt0kP44477nB7rk6na3L/bFFRERUVFTXSIghCm/LKFbPZ7OZxJCwsrNnD0MePH2+kR61Wt4sWVyZOnEhhYWF07733NtvOfvrpp430pKSktLsei8VC3333HX388cf08ccfN5n+06dPb6SHeUlrKWjFnuf/6pln5pyezRjcf//9CAkJQXFxMQDnyKph5KG8vDwMGDAA+fn5/Pc6nQ5ms5k75/dmlCP8FmKaYTAYuB7AGdSDzeKy50uShOPHj2PIkCEAwGcPDQYDn5nz5Ji/JSgUCrd7AwIC+Hu6du2KmpoaN6fpgiBAkiSepmPGjOF62HcwGo3Iz8/3Kn3Ye8rKykBEbnpCQ0NRWVnJZwvYvj2273Pjxo2YMmUK6uvr+bujoqJQVlaGsrIyfk9r0el0PHw02yv84IMPIiIigs9OWK1WvucXcObZ8uXLMW/ePL46oFAo0LNnTx4O22g0erXnOTIykgcgYPoeeughPptYWVmJiooKhIWF8e8sSRImT57MZ3uJCEqlEr179wYAHlLcGz3p6el81oetBIwfPx6AM0CLQqHA2bNnATijCQqCAFEUcdtttwFw1k9ymSm/5ZZbkJeXBx8fH6/y66mnngIAzJkzBzabjdftefPmITU1FRqNBiyoUnp6OhQKBV/lCQ8P5+0C4JzVHzZsGC5dusTrmjeaZs2ahVdeeYW/h+1VvfXWW3Hu3DkAQGZmJnr37s3rgNFodFuBYnqmTZvG76mpqWnVrDxj4sSJPNAKO7/xl7/8hQdoMRqNOH36NI+k5+Pjg9zcXLeVFqaHlany8nKEhoY2OxPaFCyKYlBQECorK6FQKLBp0yYAwM033wxBEHgZ6tatG3Q6Hf71r381eg7L68OHD7uFNPcmz8LDw9GrVy+cOXOGf+89e/YgOjqaB/SprKxE165d4ePjg4ULF3p8jlqtxsmTJ1v9/oZotVpMmDABGzZsAOBsK0+ePMn7tYqKCgDOmXpWhh566KFGz9Hr9e0SbEMQBF4Oe/ToAT8/P7e+pLy8HBqNhq8ECYLAg4G5wvZkt8ceYwDYu3cvoqKicPvttwNwBh4DnEGHWNn08fGBJEk8gFVD1qxZ026zmFqtls8k2+12xMbGQpIkPnuq0WjcArgMGDCg0TO8PWvRHOvWrePBv1g9sVqtUKlUvLyLoojJkyc3urep1YO24OPj0ygysWu0TKbvo48+anRvU/nYHvw7HhiUkZGRkZGRkZGR+fekpVPU/4lXU9s22FIsGkzxm0wmqq2t5S6tHA4HX6JcsGABLViwgKKiomj58uWNtmy4+jf1Bk9Ln/X19dxdXG1tLYmi6LbsPmvWLIqLi6NFixbxIBRMj6vD8/bUU19fTyUlJVRbW0s2m42nlc1mo6lTp3JfxS+88AJfrmPL7myLg7d6mCb2Hdm7i4qKqKamhi+5G41GslgsNGXKFJoyZQolJyfT5MmT+TKXWq0mhUJBPXr04MuLbUkj1+XJmpoaKigo4O7Lamtrqbi4mOufNWsW9erVy83dlV6vJ41GQ0OGDKEhQ4aQSqXyamnQYrG4LWsDTv+ozP94ZWUlFRcX86AMZrOZXnjhBYqPj6eQkBDu95W50AsKCqJZs2aRTqfz2lUdy3u2DePy5ct0x+2PzgAAIABJREFU+fJlys/Pp7KyMh7Uo6CggMxmM82bN48iIyMpMjKSf4e4uDiKi4ujlJQUWrduHQUGBnq11M22zigUCtLr9VwbCypTUlJCr7/+Or3++ut0+fJlMplM3N0Xc7vI8iwpKYmmT59OOTk5fHuTt9u11Go1dzGnUCgoIyODTp8+zbePPfLII1RTU8PL0KRJkxoFubjlllvowIEDvE7MmTOn1VoYzL9qUFAQKZVK+v777+n06dN0+vRpys3NpUcffZTXNavVSg899FCjtuKRRx5xa0ezs7O91kNE1K9fP4qKiiK1Wk2ffvopffrpp5SdnU25ubl8q4Hdbie73U7JycmNguCwNpJtH2H6veXDDz+k9PR07k5r48aNdObMGb7N7rXXXuPljdWlhmm0b98+t2e2ZTtAVVUVPfvss/Tss89SZGQkffnll5Sbm0u5ublUVVVFmzZtcvMZ7LptjF3eBh/yBKufly9fppkzZ9Ivv/xCv/zyC5WVlVFdXR2dOnXK7bOe3Eey/GxPJEnifWp9fT2ZzWayWq082Bf7TEMtbenbW6rLNX/Yljqi39stVx3t4Uu5tfpc88KTazuNRtNpeojIbfunzWZrpCc2NrbVz8R/mp/njrqaMp5ZFDGWyCwgxJNPPklExDt41w6a/XzLLbdQdHQ0bxDZc5YvX86NWpPJ1NK84vTo0cMt4wMCAmjKlCn87xcuXOD7MBkOh4NSU1N5pLrQ0FCKiYkhQRD4/k5RFL3yQTt48GA3n7YxMTE0Y8YMmjFjBhERHTlyhH9f16AkLFJdUFAQRUREUFJSEt/v9tFHH5Eoim4NVUuZM2cOzZkzh+89TU1N5YaNJEm0Y8cO3tiySs72PCcnJ5PBYKDY2FgeeEKj0dC6dev4573pOD788EM+QJkwYQJNmDCBXnnlFZIkiTZv3kybN28mq9Xq1knX19dTXFwc6XQ6HsVvxIgRZDAY6Msvv6Qvv/yS7Ha7V/v8MjMzKTY2lufb8uXLacWKFbzsbtiwgQf8YA2z0WikgIAAbnDHxcXR448/zveTMz1VVVWt1mM0GvkAhhlhbN+aw+GgdevWcS0sjXJycvheWRZVkPlpffDBB2nPnj0kiiI3JFsDKw/Hjh0jf39/vh/u22+/JVEU6csvvySr1coDtRA5/bpv2rSJR0Fjg4z169fTxx9/7Lbn1htftJIkkclkouHDh9Pw4cOpvLycjh8/Tna7nQ4ePEgHDx50C2ojSRLNmDHDra0ICgqi48ePU3FxMU9P1hF7A+uUfvzxRx6QhWlwbRfZ5XougumpqKjgdau99oiaTCZ+boDtS3dta5mehsEVQkJCeL62Jw3bYmZguBoZkiS5DWYB8Oiv7ZUurdHJ0qjhnvnk5ORO0dKUvoaGz+TJk/+t9LAAXNcCVvdc9bR18NdWPBmrnVWePVFTU9MuAx3ZeL6K8cyMQJbILLAHUePRP2sUDxw4QAcOHKAhQ4aQwWDgM5jsGYMGDbpavjTLihUr3Bo0FuGp4Qyb3W5369wmTJjADXnXg4wsMpe3BXrr1q3c6BUEgQ4dOuSWJgxWiUVRpN27d/NZoMjIyEaH9CZNmuS1nvPnz9P58+fJz8+PlEolnT9/3m207orJZCKbzUbbt2+n7du307Rp0yguLo4CAgLcDtPNnTvXq8OLjNraWrrpppsoMDCQysvLqby8vJEeZhwxw+1f//oXjRw5kuLi4vggjgVIWblyJa1cudJrPaIo0urVq2ns2LE0duzYRjMXTI/rrOH69espJSWFB9oJDw8npVLJB5Sffvppm6JpVVRUUEVFBWVnZzdKF1dtdrudbDYbLVq0iBuoOp2OoqKiuJawsDA6cuRImxtp9r6Gg2P2L8tDm83G01Kn05FSqeSz4sHBwfT444/zKGAd3XG4GmZsQMrKcVRUFKWlpdGpU6c6xEhsDqvV2igKWM+ePWn58uUegwR1NK6HsJiewYMHU0lJCY+Q1plUV1c3itzGVjG9DczUFlhEz4aGxuHDhztdCyMjI6ORnmtpGC5durTTZpxbwsCBA91WKr1dKW1PXFdS2Cr3taThge4+ffp49ZzWGM/ynmcZGRkZGRkZGRmZFvJf6W3jL3/5CwBnZLULFy6gtrYWAFBbWwu9Xs9Pt6pUKuzatQt3330394FI5Dz9HxkZyf9fVFSEkpISfp83ngnmzp2LESNG8Gfk5uaivr6e+yO12WxQq9X4+eefuW/iu+++2+3kb3JyMmpqavDrr7/yk/iuHkNaw5AhQ/gpbaVSiZKSEv5MjUYDi8UCjUaD06dPAwBSUlIwePBgHt1HkiTcd999KCgowKlTpwA4/ey6euhoDex0f3l5OZRKJUwmE/emoVKpuJ9pACguLkZsbCw/oavT6WC32zFhwgR+GvjkyZO44YYb2pRnfn5+yMzM5F4i2Pd29dLAojx26dIFgDNSnY+PDxwOB/cPvH//fpw4cYJ7NHAOgFsPi5jFomaxETIrI3a7nUcYBJzpNnXqVDcPLi+//DL279/P/ZsOHTrUKy0MFhGrYWQs5umDvZdpdY20ptVqMW/ePJw5cwaA09NKWyKfMTxF7mM6XL2iEBG+++47AM7T5QEBAfjrX/8KADyCVnBwcMf4EPUAy7cLFy5AEAQeaWvv3r08QmJr/Ux7CyujdrsdtbW1PD2joqJw9OhR6HQ6/tnOSh8igsVi4ekkCALi4+OxZcsW3uZ4W7e8paKigr+TeZVYvHgx/39nwzyTMO69914ATs8l14rNmze7/X/lypVeeWZpLxrqaY9oeW3B1QsXAK+jh7Yn1dXVAJxlmHnVupa41nnA6aGoo/mvNJ4Zb731Fvbv38+DUbz00kvYuXMnBg4cCAD45ptvcOjQIR58BHAaqHV1ddzostlsuP3227Fz506vw2AztmzZgtdffx2AM0Tx8OHDuWP9G2+8EYcPH8axY8d4By6KIoYMGcJdaImiCCLC4MGD8dVXXwHwzihkMON5xowZWLBgAVJTUwE4K3NcXBzOnz+PvLw8AMD//u//QhRFTJgwAQBw7tw51NfXQ6VSYcSIEQCc6e1tWG4GEWHbtm0YMGAA0tLSADid6Lu6GKysrMTPP//MDdqnnnoKmZmZsFqt3KXcI488gjFjxrRZjyAIMJvNvLFfunQp5s6dy/9fWVmJuro6FBQUAHA2fK+//jp2797Ny1DPnj0xcOBAHqSlreXItbMuLy/nhqtarUZ9fT13kVdaWgpRFPHnP/8Z33//PQCnu6qHHnoIjz/+OL+nPTt518EKC/wDOMuu0WiEw+HgLoe2bNmC2NhY3HXXXQDADcOONDqYPlEUUVFRwcvQ+vXrsWXLFu7m7/bbb+cDgLbm19UgIoii6OZCc9OmTdytnlqtRlBQkJtrqY42zFg6sYHxBx98AMDpllIQhDbXK28gIjfD580338TYsWPdPtOZBqskSVi9ejX//6JFi64aDrojaTg4XbJkSbuEdm6LHuB3Y/WLL74A4Oz7riWsrQackywBAQHXUI073roxbW/UajUcDodbEKtrCZsUYnZaZyB09ki8M0lNTSXWwTTF6tWr8eijjwJwGsLTp0/H7t27ATj9GRcUFCAgIID7XpQkCWFhYbwRPnDggFeR6ZqC+frt2rUrRFHkPkL//ve/4/rrr0dGRgbvwGtqamC329GtWzd+/7Zt23D99de3mx7gdx+PrGB+9tlnWLhwIe6880784x//AADExcXBaDTyGde4uDgIgoD169ejX79+ANqv42IzlqwDP3nyJKZMmcJ9ly5atAgpKSnc+K+srOR+hFlkyDvvvLNDOlIiQk1NDY8M+dhjj+Gpp57iKxdFRUUoLi7GzTffzGfDXnrpJdxyyy38Ge2tixmAs2bNwtSpU3k6DRw4EKWlpTh+/DjuvvtuAM4Z4pkzZ7qVoY5Kp+3bt/MB0Lhx49CnTx9cuXIFP/zwAwDnACcqKor7hmYzrR1lAFVWVnLfyG+++SbCw8O57/Yvv/wSS5cu5T6zk5KS+GpCR+lh+cZ8G7NO89SpU9i4cSM3NmJjY2EwGNoUNa+1sEio58+fx759+7B3714AzlUUf39/aDSaTu/kL168iL179/LVgrNnzyIzMxMajabRykJncPnyZXz66af48ssvATgHzkeOHLkmAwvAaXixaHSff/45evToga1btwK4NrPgzD/6zJkz8f3332PmzJkAgFdffbXTtTDq6+sxbNgwHn3x8OHD3N/0tcBkMvFVgStXrqC4uLjTVpc8wVbp2UpwSUnJNSk7rlRUVPA28PLly216liAIx4gotUUfbunm6P/E62oRBomIR8YTRZHMZjPpdDoKCAiggIAA8vPzo82bN5NGo6FVq1bRqlWrKC0tjR8iZNG+2vMQSsMDS+wgV2xsLAUHB9M///lP0uv1pNfr6auvvqK0tDS3iHHeRhZriSb2nj59+tDtt99OsbGxtHXrVtq6dSv5+/vTzz//TOnp6ZSens4/W1lZ2aZDeU3pIfr9sNkf//hHmjRpEvXv35/69+9P27dvp7CwMO5eKy0tjex2O1mtVrp06RJdunSpww7rSJJEH374Ia1fv57Wr19PU6dOpZ9//pl69OhBPXr0oLy8PLrrrrvIbrfzyGMFBQXt7pLJFeaqrqCggD7++GMecXDAgAFUUlJCI0eO5IfRKioqKC8vr0PcRLlitVrJbDZzLZcvX6aHHnqIjEYjP9Brs9mooKCAu9bryANWrHyzCHFVVVX0xBNP8IOgq1evJpvNxg+uXr58uV3LdFOaJEkiq9VKJpOJZs6cSTNnzqTCwkLatWsXz6P8/PwOqfdNwVxmWiwWeuaZZ+jChQuUlZVFWVlZvM5743nEW1y9nUyZMoVycnIoJyeHzp8/z9v19m6DWoLdbqdHH32Uu0IsLCzk7k+vxWFBu91OY8aMoTFjxtDFixepoqKiUXTGzoQdoh43bhyVlZV55UGnvbFYLDRixAjuavRa5JMrZrOZHxisq6u7ph4tiIi7n+zTp0+z0RA7k5qaGkpISGiXNgfygUEZGRkZGRkZGRmZ9ue/ftuGK6IoQqFQ8JCpSUlJUKlUEEXR7ZBbZy1TMD0AcPToUfTp0wcqlYrvWVWpVBAEodOWR12XkQ8fPoy+ffvydGEH9pgWhULR4enkekjg5MmTSExMBOBMF5PJxLVoNBqeVh0N20rC9qeGh4dDqVTy5S673Q5/f38oFAq35VtyOdjXnrjW77q6Ouj1ev6empoa1NTUICIign+GpRO7r6PSjIj4IViG0WhEeXk5XyZ1OByN9lx3ZB6KosjzRJIkVFZW4tKlSwCc4cOtVivfy+5azjsK13DzDoeDb0MqKytDr169+FYyvV7P62FntAUs75gWq9XKt65VVFQgICCgU7dKsLJqMplw+fJlvn0lPDwcZWVlCA4Odtsv3xntABGhtLQUJSUlvH4FBQWhoqLC7QwC09QZek6fPo2SkhIAQN++fdGlSxd+GC4wMNDt4HBn6GFbRnJycjB58mS+Zaq2thZdunTp1G0/rAytWrUK+fn5WLJkCQBn3bLb7dfkAKMkSXjmmWd4nm3YsAE+Pj7cacG10DN8+HAAzu2Hhw4duqZbSFj/369fP5SWlqKwsNArZwSutGbbhmw8y8h0AK716modUkcZzg1he8U9vcv1IF9nHIIDnI1fU14vAOdAgw1eAbgZ2h2BKIpuBl/DTqqmpgYGgwEAYDab4evr26F6WOfA0snVC5AkSdzTzQ033ACj0YiuXbt2qB7AWU5qa2t5XhAR1Go1P/j517/+FU8//TTKy8vdzmJ0pJ7z588D+H0QodfrATjz6/nnn8ff//537h0gKiqqQ/Wwer927VpERESgS5cu3Cisrq7GlClT8PPPP/PPBgcHd6ge9p7x48cjKCiIG+4BAQEwGAx46aWXADj30RsMBq61o/WEh4fzQU5gYCC6du2K9PR0AM5zSAUFBfxwd1sNopbocR1caTQa7k2rf//++PLLL3HlyhUATg9AnTUYbDhADw8Px2233YZ9+/bxyZnO2j/vyWtXUFAQhgwZgosXLwIADh482KmehxqWC71ez88aBQcHY+XKla1+bmuM5/9qbxsyMh1FaxqRzmpwmjOIXf/WWbMaV2v4mYHW0UYzo7lOmojcDIuONpyB39OHreI0dKvIDu0A6BTDGXCWVVcD1Ww2Q6lUcm2DBw8GEXWK4Qw4O/X9+/cDAJ544gmcOXPGbbDVu3dvWCyWDjeaGVVVVQCABQsWYPfu3VixYgUfcN13332IjIxETU0NAOeh6s5g7dq1+OKLL5CYmIjS0lIAzrI1dOhQbsCazWa3FaiOJDo6GmVlZbzdKyoqAuB0zwqAr1p0tNEMOOu1Uql0m+yw2+18QFZcXAwfHx+upaPbarvd3mg2l9WtS5cu4euvv0ZUVFSntdFs0OnJ40hlZSU+++wzfti8s/qxH3/8EXfeeWej39fX12P9+vUAnC5XOxp5z7OMjIyMjIyMjIxMC5G3bcjIyMj8G9KwbXYNKHOt3EOxWV2mjc3aXSv3azU1NXwWzmg0IiQkhM/Uue7v7yyYm8XY2Fh88sknmDx5Ml+liIqKuib5Nnr0aPTv3x8rVqzA1KlTAQAPPPAA0tLSrome8PBwRERE4MSJEwCc245eeeUVvuTe2fj4+PDZ3rq6OgQGBuLrr78GAO5jvjNhdYmddWDlJycnh8ek6GwUCoVbe6TValFRUcFXoDqbhuVWrVbzVbA2Plfe8wzIxrOMjIyMjIyMjMzVaY3xLG/bkJGRkZGRkZGRkWkhsvEsIyMjIyMjIyMj00Jk41lGRkZGRkZGRkamhcjGs4yMjIyMjIyMjEwLkY1nGRkZGRkZGRkZmRYiG88yMjIyMjIyMjIyLUQ2nmVkZGRkZGRkZGRaiGw8N6Ch32sigsPh4P9///33+e+JiAcN6Eg9rpqYHqbpp59+alJrR2py/RcAf29xcTGKi4v531nAgs7G9b319fX854bp2Vm4vrcz8khGRkZGRkamY5CNZxccDgcEQUBhYSEKCwshSRIkSUJGRgZMJhNMJhN+/PFH/POf/0RRURGKiorgcDjQs2fPDtFjt9shCAIEQcD58+e5nqNHj+Lo0aMwm83Ytm0bDhw4gAMHDqCkpASSJOG+++7rMD1MU3Z2NiRJgiiKEEURWVlZsFqtOHToEA4dOoSTJ0+ivLwckiRhxowZmDFjRrvrsdlssNlsICKcPXuWDypEUUR+fj7Xm5+fj7Nnz6KyspKn4d/+9rd218M0EREvQ0xTTU0Nampq4HA4UFtbi8LCQtTW1qK2thaSJOH8+fMdosdut3PD3fX7S5LE/2az2WA0GmE0GmG1WkFEMJvNMJvN7a6HpQcRwWQycW2uF9NnsVjcBhodNRCTJAlE5JZWDWEDU9e/d9QgzPX5zb3jWg0EZWRkZP7bkSMM4vfOymw2w9/fH0uXLgXgDJO5detWHDhwABMmTAAALFiwAAkJCfzeV155BW+88QY+/PBDTJkypd20M+MiMDAQAPDnP/8ZNpsN+/btw549ewAATz75JGbPno2YmBgAzpCVa9euxRNPPIHt27cDAO65555201NXVwcACAoKwrvvvgur1Yrjx48DALZs2YKnn34aTz31FAAgOjoaSqUSO3bs4BqysrKQkpLSLnokSUJtbS0AoGvXrnj77beh1WoBANnZ2di8eTMmT54MAHjssccQHx8PtVrNZ+pvvfVW5OTkoHv37u2mB3CGCw4LC8OSJUsAAJGRkSgsLOThXocNG4bHHnsMcXFx0Ol0AIAjR46gb9++KCwsBAAEBwe3iyaHw4HKykrExsYCAF588UWkpqZyo3jz5s3o06cPRo8ejfj4eACAwWDAyZMn0atXLwBAaWkpDw/bFphRXFFRAQC47rrr8OSTT2LEiBEAgICAAPzwww9ISEjAzTffzD/TpUsX/PrrrwCAuLg4lJaW8lC6bdXDVo0uXbqE1NRUjB8/Hk8//TQAZ/jZ/Px8XqYCAwORlJSEgIAAAEBeXh5iY2NRVlbWLqGpWRtks9lQXFyMIUOGYNiwYQCcbQ4bTACAxWKB3W7HTTfdBAAICQlBbm4uEhMTkZeXB6Bx+FpvNVmtVly4cIGny4gRIzBt2jTY7XYAzrC9NTU1qKqqAgD07t0bXbt2RW5uLm699VYAznrfHjA9Z86cAQC88847GDp0KB5++GEAzrRTqVR8penChQvo378/wsPD+eB01KhR2LJlS7vpYWUoMzMTR48eRWqqMzjZzTffDJvNBrVaDZvNBgDYsWMHxo0bh4iICADAmTNn8Kc//QmrV69uNz2As94fO3aM/z4sLAyxsbEQRZGXVVEU8de//hXz588H4GyvT506hY0bNwJwtpnthSRJOHfuHABn26bRaODv788HxgqFAg6HAy+//DIAYM2aNUhJSeFt9blz55CUlNRuehiVlZXQ6/VQKBS8TWFpyNrzyZMn46uvvsL9998PANi0aRPMZnO7tIkNsVqtUKvVvO42rMOSJGHw4MHIzMzkk1Gvv/46JElqlzaoIZIkQaFoen6ViJCUlITq6moAznwbNWoUT8PODv1ORLxu6XQ6fP/9960uN3KEQRkZGRkZGRkZGZkOQJ55BmA0GgEAN9xwA66//np8//33AIA5c+ZgyJAhCAwM5FszYmJiEBMTg48//hgAcO+990IURRgMBj4Ca48R18WLF5Gamopu3boBAPbv348ZM2Zg3LhxUKvVAIDExEQkJibyWcOFCxfiscceg81m4zPWFRUV7aLnp59+wuDBgwEAERER2LNnD5566ilMnToVgHM2rHfv3nzWMD4+HuPGjcPixYv5jFloaChKSkrapIeV1/Xr1/OZ/vDwcHzxxRd47rnnAADPPvssHA4Hnz296667EBYWhvT0dD4DbLFYEBMT0+aZOkmSIAgCXnjhBQDO2TB/f3+88847AIBly5Zh2rRpfIY7MDAQgwYNgl6vR3h4OADg7NmzsNvtvIydOXPGaz2iKPLZgkGDBmHv3r189vQPf/gDdu3ahSeffBIAMHDgQADO1Qn2PoPBgMrKSj6jlpaWhoyMDK/0sJlCwLmKExMTg5KSEgCASqXCrbfeioKCAgDAuHHjMHToUK4HcKatj48Pn7mTJAkPPPCA1zOHrOxUV1dDr9fzWWSz2QyFQoHu3bvzsnrPPfdg1KhRfJZ+/PjxICKetuxZf/zjH/H3v//dKz3sOUVFRQgJCQHgTH+2fSwoKAiAM+3uvPNOPhNtNBrx7LPP8me4zlQ988wzAMDLX2txOBx8ljAsLAwhISFuW0P0ej3UajUvO7fddhsKCgrw7rvvNnoWmw1btGgRXnrpJa/0uM7sdu3a1W3VDwDUajVvD++44w4kJibymemtW7d61LRu3Tq+kugNdrsdBw8eREBAAHr37t3o+ezfvn37Ijo6GpmZmQCA3NzcRs9SqVTYvXs3AOD222/3So/VasX27dthMBgA/F6vGQqFAoIgICEhgZepM2fO8P7KFZaW2dnZuO6667zW8+233wIANBoNX11y1QM4VwwBZxqUlZXx1YyG6HQ6lJaW8u/XWthzd+3aBY1G02g11rVt8/PzgyiKvB3wZB/5+/ujvLwcKpXKKz2Asy379ddfubbExMRGeogIWq3Wrf3zRGxsLF+da0vfajKZADjTKzg42O19giCAiPh3bu6s1/jx4wE4Z+nbAluZcDgcCAgIcNtGyPQAzvJ0tS193377LW8/m6M1M88e9xz+f7n69etHLSE0NJRCQ0MJAAEgQRBIEASKjIykmpoakiSJcnJyKCcnh0RRpB07dpBWqyWtVksAKDw8nMLCwuiDDz6gDz74oEXv9IQkSfwKCAjgetgVHx9P1dXV/DM5OTlks9lo3bp1tG7dOtLpdFx3QkICJSQk0Geffea1HrvdTna7nRwOB+n1erf0AUA9e/akqqoqqqqqIofDQefOnSOz2Uxms5mWLFlCBoOBBEGgqKgoioqKopSUFNq5c6fXeoiIamtryWq1kkqlapQ+cXFxFBcXR5WVlWS32+ncuXN07tw5MhqNNH78eAoICCCFQkEKhYKio6NpwIABdPjwYTp8+LDXerKysqiyspKXmYaaIiMjqbS0lKxWK1mtVl6OUlJSKCAggAICAniejR07lsaOHUtnz571SoskSfTqq6/Sjh07aMeOHY20AKDQ0FAqKCiggoICMpvNlJWVRRs2bKCwsDAKCwsjvV5PgiBQREQERURE0Lx586i4uNgrPQ6Hg9LT0yk9PZ3GjRvnUQ9Lg1OnTlFNTQ3t27ePpkyZQlOmTCFfX19Sq9U8bQMCAui9996j6upqr/RYLBayWCwUHBxM4eHhHvX4+vqSr68vbdu2jQoKCmjt2rW0du1a6tWrF6lUKl5+AJBer6dvv/2W6uvrqb6+3itNJSUlpNFo+OVJk0ajoTfeeIMyMjIoIyODnn/+efLz8+PpwsqdSqWigwcP0sGDB8lms3mlZ9++ffw7eirPAEipVNKjjz5Kjz76KK1atYpuv/12UqlUjeoke87x48dJkiSv9CxcuJAWLlzoUUfD9rp37940ZswYCg8Pp/DwcI/6BUHwun4xRo4c2awedoWHh1NCQgLp9Xq39rPhVVhYSIWFhV7r6devX4v0+Pn5kcFgIIPBQEqlstnPVlRUeK2ne/fuLdKjVqtJrVaTSqVqsqyxy2Qyea0nMTGREhMTW6SJ1e2rXXa73Ws9RERjxoxp0Xuuli7sYjaBt3z77bctek9rrrZQVVXl1tZ2lh4AR6mF9uU1N3A78mqJ8azT6RoV1MjISIqMjKS8vDxeIF0LZ1lZGa/4kyZNIoVCQX5+flReXk7l5eVXfWdTSJLEn9uw4sTFxdHZs2fdKgj7+dKlS3Tp0iXSarU0adIkUiqVFBQUREFBQXTlyhWv9TgcDnJpuXDTAAAgAElEQVQ4HLyhde2oe/XqRadPn+afYZ9n6ZSXl0c6nY4mTJjAO9awsLA2pQ8Rkdls5hXKVU9KSgo3lpkeURRJFEWSJIkOHTpEWq2WBg0aRIMGDSKVSkXR0dHc+PeW/Px8jxX1pptuoptuuomKioq4HqbJ4XDQ3/72N57XSUlJpFKpKD4+nuLj46murs4rLZIk0VtvvdVk45GSkkJlZWVuZZkNjqZPn07Tp08nhUJB4eHhpFQqSalUUkJCApnNZq/02O12SktLo7S0NI96EhMTqaKigioqKtz0sCstLY0EQeDGh1KppJiYGK86LkmSyGg0ktFo9DgwBUBJSUm8PDA9NpuNbDYbN7rZZ5VKJSkUCoqIiHCrA63RI0kSHTt2zONAkOVXSkoK1dbWutV7m81GVVVVjQxuQRC44ehNRypJEi1fvrzJgSAr1yaTyW2gb7PZKCsri7Kysjx2djExMa3WwvSMHDmyWWO1T58+fMDO7mF51lRdSE5O9lqPJEl00003NaknKSmJkpKSPOoZOHCgx3tGjRpFo0aN8lpTdHR0s0ZDXFycmx6mKSwsrMl7Fi9e7JUeInKrJ56usLAwt8Em0+M6IdXw+uWXX7zWExISQiEhIU3q8ff3p7q6Ot7uSpLEJzuaMt68bRMZvXr1alKPTqcjnU5HNTU1XI8kSWQ2m5u8p63G8+zZs5vNM7Va7dZPSpJEJpOp2XvawoULF5p9tkqlosrKSqqsrCQip+1RU1PTZj2QjeeWGc82m40bqixD8vLyeGfoabS7Zs0aMhgMHmdamGHmbSGurq52e65arabc3FzKzc0lURQ9zm4tW7aMz955anjGjx/vtZ7s7GzKzs7mxjMz9nJycshut3tsQObOnUtz586lwMBA8vPz4506u2bPnu2VscFYsWIF79iZgZeZmUl2u513Ug2ZOHEiGQwGrsdV03vvvUfvvfee12nUcNZHoVDQtm3buAEoimKje4YOHUo6nc6tsxAEgY+0t2/f7rXx4/od2XPZygQzlBsyYMAAXu4almmlUkknTpzwKm3sdnuTswcffPABH9g0HBAyo9HT7KdKpfJ6VsxkMjXZ4K9evdpj2jB9SUlJHg1KjUbjZry1ltzcXI96li9f3mw9SUlJabbj9VTuWsJnn33m8blLliyhJUuWNFku+/TpQ3369PF4b0BAgNf1a8aMGTRjxgyPz33ppZeafW5SUpLH+7p37+6VFsZdd93l8bkvvPBCs/fFxsZ6vG/8+PE0fvx4r/U0NdM7Z84cmjNnTpP3ua62NrzasmIZFRXV5HPnzp3b5H1swsfTfUaj0Ws9zc08L1q0qNl7mxpoe9t/MWbNmuXxue+++26z9xkMBq8Nw+b49ddfPT73888/p88//7zJ+5pbUWkLoig2+dyMjIwm72tuANYS0ArjWT4wKCMjIyMjIyMjI9NC/quNZyJCXFwcFAoFFAoFQkJCMHz4cO5bWafT8QNPDObaZv78+Zg/fz7foK9SqVBXV4e6ujqvN+0LgoDQ0FCEhoZCqVSia9euGDVqFEaNGgWFQgGtVttIT69evaBUKqFUKjFz5kz+bq1WC61Wi+rqaq/16PV66PV6GAwGKJVKrm38+PFQKBTw8fGB1Wp10zRs2DAMGzYMGo0GI0eO5Bv7iQh6vR6FhYU8vb0hISEBPj4+UCqViIqKQlRUFKZNmwalUgmVSgWVSsUPWLD3jhr1f+ydd3xUVd7/P3dKekglhRAIgWDAAEF4EKU8KlVhURGJKEFRdC0giKxtVcACKLCKiqzC7lqoC64KIruAICBVioAkhBBIQkJIT2aSTKbc+/39Mb9znJaQ3CST3WfP+/WaF0xm7r2fOfecc0/5lvvg6+uLfv368XtLRAgLC8OpU6dw6tQp1Q5xXbt25b9Ho9Ggc+fOeP/99/k9YWGYHI958MEH4efnh/DwcO7AA9gdMWNjY7Fnzx5VepiDHUOSJERHR2P37t3YvXs318PKhel5/PHH4evrC19fX+4wxMopJSUFBw8ebLYWwO544nqv2W8uLCzkjkyuv3XGjBmYMWMGtFqt02eSJCEtLY07GTYXFsva9XpBQUGIiYnxWCeZvilTprgdp9Fo8Prrr6Ours4pEU9zYA6Ujvj7+2PEiBGNthNPzmUajQbfffcdvvvuO9WJeDzF9tbr9XjwwQfx4IMPNlgvExMT3Zz5WNllZGSo0gLYQz126tTJ6W+sbc2bN6/RdhIXF+f2N0mScO7cOdV6ALsDsisajQYLFy5s9DgWUtSVdevWYd26dar1TJ8+3e1vkiRh0aJFPGSmJ5ijuSfS0tJU6/FUDqwusDCwnmDO+J5gzr1q+Pbbb/Htt9961MTC4zUEC33mSEueX4x3333Xo56ZM2c2epynMKZqHSkd6dq1K3x8fJzCgGq1Wtx///24//77GzwuJCTE7W9Tp07F1KlTW6RHq9Xi0Ucf5c7twG/jkZtvvrnB49h3XCkuLm6RHo80dYn6P/F1PbON8ePH861tSZLo1KlTFBUVxT9nW59ms5lvoQ4ZMoRCQ0O5yQA7HgDNmTOH5syZQ1evXm30ug0xePBgvsWg0Wjo7Nmz3A7WUQ9zfLLZbHTbbbfx7S5mguK4Tf7GG2+odvhKSkqipKQkvl3+yy+/0C+//EIDBw4kImcbZ5PJRFarlZuuREREcHtMVlaSJNGqVauoqKiIioqKVGlijl46nY727dtH+/bto/T0dK6HaTKZTNyMY/jw4RQaGupkoqPX60mr1dKWLVtoy5YtVFJS0mwtiqLwbStmnrB582Zavny503ccbegsFgsNGDCAAgICnEwa/Pz8uFnMvn37VG1T2mw2J0cgSZLozTffpIMHD9LBgwfdvm+xWMhqtVKvXr34tVldZtv//v7+dOrUKTIajc3WU19f72Y/y7aor1275lG/zWbjDqau5h6BgYEUFhZGBQUFvDybg9FoJKPR6LadN3LkSI925oqi8DoVFhbmZrYRHBxMvXr1IoPBQAaDQZWpRGFhoZue/v37U319fYPHyLLscfs2JCSEZs6cSTNnziSr1arKVOLgwYMezRzYvWlIT0hICIWEhDgdFxYWRmFhYXTixAnVZhsff/wxffzxx07n7dKlC3Xp0qXBrXN2z1z1AHaHWTV12ZF3333X7byN2ZkzPZ7uWdeuXRst26awZMkSt/NGRkY2eowsy24mXqzu9e/fX7UWIqKvvvrK7bzsGdWYnoYcK5966qkW6WG2sZ40NQTrtx2fGex18eLFFulh53c9b6dOna57jCdHz5aakDCYszQ7b2pq6nX1eDJlay32799P+/fv5+dljuSN6XHV0lxNEDbPjQ+eWcNISUlxKuDQ0FCqrKzk0QgcOzR2jE6nc/OKZxWIRbhQa6/arVs3tw6QOVRdvHjRyUaUPdh9fHzc7HwcK3S3bt1U6bHZbDziguODJyoqisrKyigjI4M/oNnLZrPxAZerHqapW7duqmye2WDJ8YHI9JWWltLBgwf5YJkNoJndcUBAgJstr6PjY3JysqoOqLq62q0uxMbGUmFhIW3cuJE2btzopMfRMca103G0eR42bJgqPdnZ2W4DzsjISB7hY9myZWSxWNycvTw5rLF75uPjQ1OnTlWlZ8eOHR4HeCEhIXTs2DFauHAhv2eOehqyk2ZRQD788ENVDjJLly6lpUuXup03ICCAjh49Su+99x6vM64Ogw1Fbpg0aRJ3VFXTzjwNxHx8fGjv3r309ddf09dff83bPcNisXh8QGg0Glq7di2tXbu20cF3Y6xZs8btvDqdjtfnn3/+2an+ENknSZ70sElzUVGR6sEzmyC7/k6NRkMffvgh5efnu9UFtrjgSZOPj0+zJ12u5Ofne6wLr7/+OlVXV7tFg2lMT1hYWIudvTzZ8UuSRK+++iq9+uqrHn9vQ85nqamp1x00XQ9P9qqsP1m1apXHvqQx57PVq1e3SA/DtU/RaDR0+PBhj2XPJsSe9KhtW664OlLr9XruAOeJkpKSFg0MrwfzCWF9XXBwcKOLFBcuXPDYB7U2Xbp0IR8fH+rZsyf17NmzwWfRzp073fQwf7CmAmHzLBAIBAKBQCAQtD7qo3z/B8Ps5LKysgCAp0n+3e9+h5CQEJ722THtpX1SYg8eP3ToUJSUlPDzBQQEoK6ujqdXVmOvKkkSCgsL+fvAwECMHz+eJzuprq6GLMtOaTgVRcHhw4d58hJme+z4GzzZVDYFrVbLUykzPSzIeFhYGMrLy53KR5IkKIrCbcvS0tK4nqioKAD2hC1lZWWqyofZ4rJzBgQEYOLEiQDsdrQsuD1gtz+XJInbfa5atQpPP/00Tz4BgCfsYGmF1WgKDg7mtm/MVuy+++5DdHQ0TzBQW1uLkJAQfn5FUfDss89i+fLlTulpk5OTkZeXB8Ce4luNnsTERGi1Wh4wXqvV4oEHHkBSUhIAe+KPq1evIj4+nl9XlmWMGzeOJzUgsicC6du3LwB7GmpX2+OmMnr0aKeg+hqNBk8++SQAoH///tDr9dz+tG/fvpAkCTabjdtisqQS7NqDBg3iNvNqeO655wAAL730klNdeOutt9C/f3/4+vri559/5tfSaDQ8WUJQUBBvU0zTvffeiytXrvAkS2rK6LnnnsMrr7zC664kSVixYgUGDx7Mf/+ZM2eQkpLCy9JgMECr1TrZNTN7ydOnTwMAxo0b52T/3lQeeeQRPPXUUwB+Sy7x17/+FXfddRcAe0rjrKwsfo98fHxw5coVp8QOTM9f/vIXAEBpaSkiIyNVJZUYOnQogN/6WAA80dEtt9wCWZZ5OXXu3Bm+vr44cOCA23mYvtOnT0NRFCedzaVz586IiopCSUkJP/7AgQNITEzk9aW6uhodO3aEr68vli5d6vE8Go2GPzNaQkBAAFJTU/HLL78AsP+mX3/9lT87jEYjFEVBSEgIvweebFK1Wi2aklTsemi1WsyfPx+A3f5Zq9WioKCAf1ZdXQ2NRsNTXDv2N46w5/Jjjz3WYk2A3echJCQEQUFBAICioiIQEQwGA3++sIRSDdleJycnq2pXnjhy5AhPFHPHHXdg7dq1ICLU1NQAsLctvV7P62rXrl3dzsGStbUGzFY4IyMDWq0W3bt359eur6+HTqdzGg+lpKS4ncNgMLSaHkZubq7bWMxqtbqNPVgf5UhFRUWr6+E0dYn6P/HVkNkG24qAyxK/2Wwmg8HAQ0/JssztnR977DF67LHHKCYmhl566SW37X9HMwU1eNrWM5vN3F6rrq6Oh6tjNnLp6ekUHx9Pzz77LA99w/Sw7Qq1ejyVD9t+LCkpobq6OrJarXx7y2Kx0NSpU3mikvT0dL51y7bsunTpQpIkqdbDNLHfyO5TSUkJ1dbW8vdlZWVkNptpxowZNGPGDOrSpQsNHz6cb40xe+chQ4bwLWA1sO1zx+3A2tpaKikp4fa1VVVVdPXqVa7/mWeeodjYWKcwUQEBAeTv78/rmFarVaWHbZc62uMbDAYqKSmhkpISqq6upgsXLlBhYSEVFhaS2Wym2bNnU1RUlFN88fDwcJ405Z133iEfHx9VemRZdtr6B0ClpaVUWlpKV69epcrKSlq/fj2tX7+eJ5KZPXs2T+TA7jOzgR4yZAgdOXKEwsLCVOlh2+PMHIVpu3z5MuXm5lJ5eTnNmjWLZs2aRZWVlWQymXj8a1fznKSkJHrttdeouLiYh9ZTi1ar5eZOzPfi4sWLPH77hAkTqK6ujtehBx54wM2MJDU1lTIyMvh3XnzxRdV6mBaWiGXPnj108eJFunjxIuXn59Pdd9/NzVmsVqvH0G0TJ07k7VFRlBYnJomPj6eIiAjSaDTcnCUnJ4fy8vJoypQpNGXKFG4O5uirwV4vvvgivfjii06mJi3Zfp85cyYlJibydvPVV1/RpUuXeFubM2cOr2/M9tu1jLZv3+50zpaYbpw/f57GjBlDY8aMocDAQPr6668pNzeXcnNzyWAw0LvvvutkbuMpIc/ly5dVX98VZv702WefUUJCAv3444/0448/UlFREdXW1tKePXv4dxVF8Wim1ZLkQw1RV1dHixcvpsWLF1N+fj4ZDAaqr6+ny5cv89/fmO1sS+5RY9TU1HCfGPZ8Z+Y/7J550tNWONYV9nJsL97W4wlHXwFPetSMNSBsnhsfPDMnPFbI7GE9ffp0IiK6dOkSXbp0yckWjf2/Z8+eFBwczAensbGxJEkS/eUvf+Gdt5okF64B9GNiYuiJJ57gn586dcrNVliWZUpMTOSG/hEREZSYmEgajYa++OIL+uKLL0iWZVVJQJ599lknW+VevXrR7Nmzafbs2UREtHfvXpJl2akC22w2Pnj28/OjmJgY6t+/Px/Mbd68mWRZdgpu3lQ++OAD+uCDD/ggbMKECfTKK6/QK6+8QkRE27dv51pYEg02kIiJiSG9Xk9xcXHcodHPz4+2b9/Oy1RN1rrDhw9zG+zXXnuNXnvtNXr33XeJiGjz5s20efNmHn+aUVtbS8HBwTzBRmxsLE2ePJnCwsJox44dtGPHDpJlWZVT07Vr15ziTm/cuJE+/vhjXnc/++wz3kEzTSzhD7vX0dHR9NRTT3Fb8B9++IFkWVYVx7i+vp7bGWs0Gvr555953FBFUWjt2rVOgzAiouPHjztluAsPD+fnePzxxykzM9Mp8URzYPe6oKCAQkJCuG/Dvn37SJZlpzrE6vQnn3xCn3zyiVtfsX37dvrxxx+psrLSyQdBDWazmSZMmEATJkwgo9FI2dnZJMsynTx5kk6ePOnW7tnElL2CgoIoJyeHqqqq+KCFSP1gjP2e/fv3k9VqdcpqWlpa6mbznJiY6KbHYDA4OfC2Biw5i6OdvKd66er4FBwcrKq+XA/H38V+pyfnP8fJLJuchoeHt9lArDGdDNfJ1/Wc1doa14FPS+2uW1vP9WJmtyWeBs9ZWVktnpC2VJOnxb72wnGhpiUTHTF4vs7g2fWBeODAATpw4AARuXc0zFmHRSxIS0uj4OBgp5U6AKozRDH279/vNPvOyMjgelydhdhDad++ffToo4/yzthx9fvRRx+lRx99VLWe/Px8nsFMkiSn9LGenHNsNhvt2bOHpk+fTtOnT+epnl07ILUPDObMEBcXR35+fm7Zjhxhelia6nHjxlF0dLRbkpSlS5e2yFlHlmV6+umnqXfv3k4rWY7nYw97NqjZvHkzpaSkUFhYmFN6bq1WS+vWraN169a16KGamZlJa9asoTVr1vABl+sk0HGA+MEHH1BUVBRfbQwPDyeNRsOdUPfu3dsiPWzQUlNT41YujtqYrieffJJr0Wg0FBkZyethQkIC5efnq9biyPV+E9MzfPhwGj58ON9BiYiIoIiICAoLC6M//vGPqrNBqoG1+/j4eKfBT2RkJKWmpnIn55ZEbmguzEnYsZ3Hx8fTW2+95TSQ9xaeHE4HDhxIBQUFVFBQ4LUBK8OTYx7rI71dNkTEHRpdNX3xxRde18IoKChw01NcXNxuejxFnPF2u3Jk/vz5NH/+/HZb4fXEkCFD2nXV2RXXnR21u8nNGTwLh0GBQCAQCAQCgaCJ/Fc6DD7xxBMAwJN4MEcti8UCvV7PnXeYA8XAgQN5UgLmIMIcHCorK5GXlwci4o5aahyahg0bhpqaGn5sZWUlrFYrd/Bg/8/KykKvXr0AALfffju0Wq19CwHAmDFjcOnSJWRlZfGg8oqiqNITHx+P2tpa/ntMJpNTuVgsFuh0OhQVFQGwO9GMGjWKO87ZbDZMmzYNx44dw/nz5wEAN910k5Phf3NgzgzMOclms/HyliSJ6wHsTnodOnTA2LFjAdgdL4gI8+bNw65duwAAv/76K8aPH8/LTo3jkEajwcqVKwGAn4eIuD7AXlY2m407pEyZMoXrfOONNwAA33//PTIyMjw6PDSX5ORkJCcnO/3N1ZnLsdzmzp0LSZK4poULF2L//v38nt1yyy0t0sN+N/vXVZOjIyVgd4BhOv39/bF06VJcvnwZgN3h1FPiCzU05X4TEQ4dOsT/36FDB2zfvh2A3XFVkiSPAfnbAiLiDoJXr16FJEm8jZ85cwZBQUGQJElV22oJVqsV9fX1vDwjIiKQlZXVak5VzcVisfC6BAAxMTE4cuSI18uF4ehkCtgd0ZgjpdrkVS3B0SkdAO8r0tPTva6F8dNPPzm9v+eee7iTeXvg6oS3bt26dqs/ALBhwwan98yhsD1hzqkAnNpbe1FdXe30Xm2SqObwXzl4Zhw7dgzp6emYPXs2ALuH/YULF3imrHPnzuHkyZNYsWIFryBjx47FpUuXeNQHIsLtt9+OTZs2tTjrUE1NDc8WtXjxYvTo0QMXL14EYH8I5Ofno6CggGejUhQFU6dOxZkzZwDYO2qdToe77rqLZ3JqiSY2iPnhhx9wyy234IYbbgAAnDx5EiEhISgtLeXRKg4ePAhZlvHMM88AAA4dOoS6ujqEhYXhgQceAGCfrLRGJ1RXVwdfX19+35YvXw4fHx/egGpqapCXl8fv2fz587F9+3ZYLBb07NkTgD3yBMsO2FLYgBkALl26hISEBD4YNZlMsFqtKCsrA2C/ZytWrMCGDRt4WYwfPx6PPPII9/RuzYeqzWbjWtignnUsBoMBiqLgs88+4x10TEwMnnvuOT4J8pQBsDVh90iWZR4VYOPGjQCAtWvXomfPnnwSxLIjtiXs/LIso7Kykuv7xz/+gc2bN/MIBswb3/HetyWKovDIOYqi4JtvvsHRo0cB2KPLBAQEeHUwxsqFTbJWr14NAOjYsSOvM94eHBIRduzYwd+/8847jWZH84ae999/n79/4403MGfOnHbV8/LLLzvpeemll9pNj6MOAPjTn/4EAO1aRgDwr3/9i/9/586dGDVqVDuqgVNkr+zsbB6lpD1h/WRLMhi3JizKFMsu7A2ktn4YtScDBw6k64Xeqamp4YMWRVHw5ptvYsWKFQCA3r174+jRowgPD+ezPZvNhujoaLcQRa2FY/gy9pAEgJkzZ2LEiBFYt24dTxlqMBhgNpv5apxGo8G3336LPn36tJoe4LcBAqsr58+fx8SJEzF58mS8+eabAIAePXqgoqKCr7R0794dWq0Wa9asaTSdZmtgMBhwxx138BBbTz75JAYNGsRXWUpLS9G3b1/o9Xr+MOvfv3+bNXqbzcbT277wwgsYM2YMRowYAQC4fPkyLl68iOHDh/OB2IIFC5CYmNhmeth9W7p0KaZNm8ZXk++44w6UlZXhwIEDGD9+PAD7oHDWrFl85actO8asrCwefmnatGno168fcnJyeNi8OXPmICkpiQ+eO3To0KZ6TCYTXzFdvHgx4uLieOi39evXY+3atUhISABg35lh/UZb4bhDsGnTJj4JOnLkCNauXYu9e/cCsKehDggIUBUKTi0nTpwAAFy4cAH//Oc/8cMPPwCwr4IHBwfzcJHeJC8vDz/++COffGVkZODChQvw8fFplwd8cXEx1q9fjy+//BKAfaCRnZ3dKhN2NVRVVWHZsmUAgC+//BJBQUH49ddfAbTPKjjb2XzhhRewadMmDB48GADw3XffeV0Lo76+Hmlpabw+v/HGG5g7d2676rn11lsB2PvLrKwsdO7cuV31AMANN9yA8vJyVFZWuu0qehuTyYROnTpBlmW+gKa2PkuSdIKIBjblu8LmWSAQCAQCgUAgaCpN9Sz8T3w1FG3DFcdQUxERETyubHBwMO3cuZN8fHxo9+7dtHv3burVq5dThIC6uro28+BW/n8K8ZSUFBo0aBBFR0fT3r17KSAggAICAujUqVPUq1cv7oUvyzIZDIY21aMoCt1///304IMPUkpKCk+fGxISQtnZ2U7prm02G5WXl7c4/ez1ePfdd+mjjz6iyZMn0+TJk+nYsWMUExPD4xn369ePx+wuLi6m4uJi1WHFmkJWVhZlZ2dTdnY2LVq0iLKzs6lXr17Uq1cvKi8vp+HDh5MsyzyCSFFRUZvqYfFSa2tr6eDBg1RUVERFRUV08803k8FgoEmTJvH6U1lZSYWFhapSqDcHVj9Y3OeqqioaO3YsGY1GmjdvHs2bN49sNhvX2pIUz02FhT4zmUxUW1tL06ZNo6qqKqqqqqI1a9aQzWbj4e2qqqq8FrnBZrNRfX09j1t+7do1OnToEL9HJSUlqkIJqsUxXNyMGTMoPz+fMjIyKCMjg4dZ9GZkAsdoLenp6TzUaG5uLm/3bd0HeUKWZZo0aRKPt8zqcHtFbpBlmcaOHUtjx46l3NxcqqiocAs76G09sizTyJEjefzn2tpar+twxGaz0dixY3m7b+3whs3FYrHwiD8sVGN7wsK/9u/f36t9TmPU19dTcnJyq6RNRzOibfzXm204oigKJEnCyZMnAQD9+vXjDl+O2Wy8tcXF9AD2bdLU1FRotVpub63T6aDRaLy2DehYV86fP4+kpCReLiaTCRqNhm/haDSaNi8nRz1FRUWIjo7m166treXb3oGBgV7R46iLmfkEBgZCkiT+3mQyISIiApIkeX371mw2c1tmwG4jX1VVhbi4OF6WLJsge9+WZSbLslMZVFdXo7S0FN27dwfwm722o4a2tr9mehRFQXV1NXeITU5O5g7FwG++BG2px/EeKIrC/QtKS0vRo0cPnnHP39/fqX/yBiz7YHl5OcxmM99Krq6u5mYbDG9pqq+vR3FxMa/jUVFRqKioQGhoqJPdv7cwGo0oKipCREQEACA0NBRVVVUICQkBANWZO9VSWFjI7eZ79OjhlDUzODjY605xp06dAmD3Exk9ejS35TUajU7ZW73JP/7xD5w+fRovvPACAHvbMplM3DHYm/eLiLBo0SKeQXPlypXw8/NzckD3JkTEgy3k5uZi+/bt3Bkf8L7pD7vuXXfdhby8PJw5c6bFpmvNMdsQg2eBoA24XodCDo5mjv9vL02OkWLURmhpLo6TQ4bje4vFAgDbtH8AACAASURBVB8fHz5Qa+sHhqPXOJtAsHIgIlRXV/OBj+MDta31sHJynOAoisLtVVNSUmAwGLgNfVtCRKirq+MPKSKCTqfj0WU++ugjzJ49GxUVFXwy29Z6WOpnNklmg2eTyYQnnngC69at4xOPmJiYNtcD2J3OoqKiEBgYyAeF5eXluO+++3ikAovFgvDw8DbVw5g9ezbi4+N5OuiIiAiYTCb8/ve/BwDk5ORAr9fz1NVtTe/evREZGQnAPskJCQnhKd/ffvttXLlyBcHBwQDglcgtrC3rdDoEBgbySDYjRozAJ598wtM8szrmDdiCD5vUhIeHY8iQIdi2bRuf9Hgzqo3rIkZISAgGDhyIw4cPA7D7HnlzIc/1WoGBgdw+PCMjg0fmag7C5lkgEAgEAoFAIGgD/qtD1QkEbcX1ZrzeMkVo6JquOM7ivbmy0hhsBdFbW5SuelzvUYcOHfh7b8R3djQNcTWlkSSJh10E4JVVZ3ZtrVbLV7zMZjM0Gg1fHbvnnntARF5ZdQbsK1AZGRkAgNGjR6OwsJDfJ71ej2HDhsFqtbb5ijODmdQ988wzOH36NJYtW8bL4pZbbkFSUhI34fKWpqysLL4jwOLS+/j44MEHH4S/vz8A+6ohi3zT1kydOhWZmZk8Wg3btUhNTQVgX/2tr6/nK9NtTUBAAEwmE39vNBq5ecu1a9ecTMfaum90XVElh/wRxcXF2Lp1K/R6vdci67DoX67XIyJUVVVhz549vL1567nR0K5fbW0tdu/eDQBISEho8+eqMNsQCASCf0Mc++Z/h1iqwG+mJEwbi73dXuHXHBO0mEwmBAYGco3tkaglKysLgN2+edu2bbj33nv5xIKZAnibefPmYezYsZg9ezaWLFkCwG7Dn5SU1C56unfvjiFDhvCQgnfeeSeefvppjBkzpl30BAQE8AFgcXExoqOjeTk98sgjXtfD6otWq4XVauWTjK1bt7ZbzGlH8zXAPjG9cOECD93pbVz7Q61Wi6qqqhabHQmb5/+PGDwLBAKBQCAQCK6HsHkWCAQCgUAgEAjaADF4FggEAoFAIBAImogYPAsEAoFAIBAIBE1EDJ4FAoFAIBAIBIImIgbPAoFAIBAIBAJBExGDZ4FAIBAIBAKBoImIwbNAIBAIBAKBQNBExOC5CbCg+wDgGjfa8TNvoSiKU9YhR9orbje7rslkcsrW1F44lgPLkiQQCAQCgUDQUsTg2QE2yMrLy0NeXh5PjXnmzBlYLBZYLBZs3boVx48fR0VFBSoqKkBEGD58eJvqAYCcnBw+aD537hzOnTsHq9WKo0eP4vz58zh//jyqqqqgKEqbZUWy2Ww8leqlS5e4HkVRUFBQAFmWedldunQJBoMBiqJg+fLlWL58eZvquXr1KoiI3zOj0ci1GY1GXL16FbW1tfw7p0+fbnU9TBMAVFZWorKykl/ParXCarWCiGA2m1FZWQmz2Qyz2QwigtFobBM9jnXI8fezF/sOm/Sw78uy3CaTDseJn8VicdLBYH+z2WxOn7XVxJCd93oTYW9NTP8vJ64SCASC/wuIwbNAIBAIBAKBQNBERHpuB0wmE4KCgrBy5UoA9pWxHTt2YN++fXj88ccBAH/84x8RHR3Nc6tv2rQJaWlp2LdvH4YNG9Zq2okIJpMJwcHBAIBVq1ahrq4OR48exXfffQcAePbZZzFnzhxER0cDsOd7/+mnnzB06FCcO3cOAJCcnNxqeurq6gAAHTp0wPvvvw8/Pz/8/PPPAICvv/4azzzzDJ588kkAQKdOnaDVanH8+HHcdNNNAICLFy+iW7duraantrYWABAaGoqlS5ciJiYGAJCRkYENGzZg2rRpAIDf//73iI2NhV6vx6+//goA6N27N4qLixEeHt5qegDAaDQiIiICb775JgCgX79+KCkpwdq1awEAI0aMwCOPPIJOnTrBz88PAJCdnY3ExERUVFQAAAIDA1tFk6IoMBgMvH7Mnj0bd911F3x9fQEAX375Jfr27Yu7774bcXFxAICAgAAUFBSgU6dOAICqqir4+Pi0mp7KykoAQJcuXfDwww/jscceA2C/hz/88AO6devG62zXrl0RGBjITZM6duwIg8EArVbbKnrYynpxcTFSUlLwwAMP4OWXXwYA6PV6XL16lf/2gIAAJCUl8XtTUlKCqKgoVFdX876gNbBarbh27RqGDRuGe++9FwDwxhtvQFEU1NfXAwDq6+thsVh4OYWEhKCoqAhdu3bFtWvXWk0LYO8D8/LyMGXKFADAQw89hKeffprvsGg0GtTU1KC6uhoAcMMNNyAsLAxXr15F7969AdjbfWthtVr5+V5//XWkpaXxcrJardBqtbyc8vPz0a9fP0RERKCgoAAAMHz4cBw+fLjV9LBy+PXXX7F161aMGjUKADB48GBYrVbodDpYLBYAwNGjRzFixAh07NgRAHDlyhU88sgjvG9oLWRZxqlTp/g96datG7p16wZZlnnbsdlsWL9+PWbMmAEAiIqKQn5+Pt59910A4O2gNVAUhfe7HTp0QIcOHRAeHs53eiRJgizLWLx4MQDgzTffROfOnZGdnQ0A2LNnDy/X1oD11QUFBQgLC4NOp+N9MRFBkiSubdasWVizZg369OkDADh27BiuXbvG+8fWpKamBn5+frw/0Wq1XA/TlpaWhu+++w7jxo0DAPz973+HxWLhfXprYrPZnPpa136OiHDLLbfwscbTTz+NJUuW8PLVaFp3bZadt6H+loiQmJgIwP7c+vjjj3m/1VSak55bDJ5hN9MAgBtvvBFRUVE4c+YMAODhhx/mg+aUlBQA9o4oLi4OixYtAgBMmzYNsiwjKCgIBoMBQMM3tzkcPXoUw4cP5x3tiRMn8MADD+D5559HTU0NAOB//ud/0Lt3bz7wmT59Ot544w3YbDaEhoYCACoqKlpFz4YNG5Ceng4AiIyMxA8//ICpU6fi1VdfBWA3CUhNTcXNN98MAIiIiMCwYcOwZcsW/oCJjIxESUlJi/SwzuS1117j96BDhw7YuHEjnnnmGQD2jr9jx46IjY0FAAwdOhSBgYGIi4tDZmYmAPsDJi4ujj9U1aIoCiRJ4g/wrVu3wtfXF/PmzQMAfP7553j66ae5aY9Wq8XQoUOh0+kQFBQEwH6PFEVB9+7dAbRssGGz2Xin1b17d+Tm5vIOcPTo0fjll1/4gPV3v/sdiAhDhgzhHZOvry/MZjN/eAwYMMDNzr85mM1mAIBOp0NoaCivu5IkITk5mU8YJk6ciLS0NCiKghEjRgCw32utVsu1EBHGjh2LHTt2qNLCfqPBYEBAQAACAgIA2MtMkiTExsbygc4dd9yBqVOn8jY9depUrtuR9PR0fP7556r0ME3Xrl3jkzh/f3+uk02ctVothgwZgsmTJwMAysrK8Pzzz7udS5IkPPXUUwDAFwDU6MnJyQEAREdHo0OHDk6f+/j4QKfT8YWCkSNHIjc31+P1WFnNnz8f8+fPV6WH3fszZ84gJiaGt2mGVqvl9fvWW29F//79kZGRAQD417/+5VHTX//61xaZtsmyjGPHjqFjx45ISkpy+oy1PY1Gg9TUVCQmJvL2c+nSJbdzaTQa7N69GwBw++23q9Jjs9lw4MAB3uezxQqGJEmQJAndunVDZGQkACArKwtVVVUe9QD2yUCvXr1U6bFarfj2228BAGFhYRg5cqSbHsA+YAfsdb6wsBBWq9Xj+bRaLYqKivizsLmw588333yDgIAAPvD0REhICBRF4f2Up/GRXq+H0Whs0YBVlmUcOHAAer0egP0Z5Qk/Pz+un/3rSkBAADf7UztgJSLk5+fz6/To0cPj93Q6Hdff0NiRLda0dCLPFuusViuv257QaDTXNbkbNWoUdu7ced1rNmfw7GYD+X/pNWDAAGoMRVFIURQKCAiggIAAAuD0io2NpZqaGlIUhS5evEgXL14km81Ga9asIb1eT3q9ngBQREQExcXF0VdffUVfffVVo9dsDFmWuSYfHx83PfHx8VyPoih0+fJlMpvNtHDhQlq4cCH5+fkRAIqMjKTExERKTEykH3/8UbUek8lEJpOJbDYbabVaNz0xMTFkNBrJaDSSLMt0+fJlqqmpoZqaGpo8eTIFBASQJEkUGRlJkZGR1KdPHzp58qRqPUREubm5VFdXR5IkuemJiIigiIgIqqqqIqvVSjk5OZSTk0P5+fnUu3dvrkeSJIqIiKA77riDLly4QBcuXFCt57PPPqOcnBw3LewVGhpKJSUlZLFYyGKxUGZmJu3bt4+ioqLIz8+P37OIiAiaMWMGzZgxgwoLC1VpURSFJk2aREuWLKElS5Z41BMUFERXrlyhK1euUH19PR07dowWLFjA24BOpyMAFBISQiEhIfTWW29RVVWVKj2yLFN8fDzFx8dTamqqRz3+/v7k7+9PZ86cIYPBQDt37qSRI0fSyJEjSafTkUajcfru2rVrqa6uTpWe+vp6qq+vp4CAAAoODvaox8fHh3x8fGjr1q2Ul5dHy5cvp+XLl1NUVBSvO6zu6fV62rNnD5nNZjKbzao0lZaWklar5S9PmrRaLb322mt05MgROnLkCM2YMcNj/6DRaOjEiRN04sQJstlsqvQcOnTI6Td6ekmSRJMnT6bJkyfT8uXLacCAAaTRaJzuFfueJEmUmZlJiqKo0vPWW2/RW2+91aAWx1efPn1o0qRJvB9o6HuXLl1SpYUxefLkJumJioqixMREp3bu6VVUVERFRUWq9fTv379JegIDAyk4OJiCg4Pd7pXrq6KiQrWerl27NkkPe4bq9fpG6xsAqq2tVa0nNjaWYmNjm6RJo9FcVwsAslgsqvUQESUkJDRJT1NfsiyTLMuq9YwZM6ZV9QBoUfn87W9/axc9AI5TE8eX7T7AbctXUwbPnh5YrLHl5OTwTp8NWImISkpKSKfTkU6no2nTppEkSRQcHExVVVWqBxrsGp4eQgCoS5culJ2d7fQQYv8vKCiggoIC0uv1NGnSJNJoNBQaGkqhoaFUXV2tWo/VaiWr1eqxM0lMTKTLly87lYtj4z19+jTpdDoaPnw4/01RUVFUU1OjWg8RUVVVlceGkZSUxB9CjnrYhGTjxo2k1WopOTmZkpOTSaPRUGxsLNXV1akejBER7dq1y6Oe7t27U/fu3amiosLpnjE98+bN4+USHR1NGo2GOnXqRJ06dVI9EFMUhdLS0hrsPLp160ZVVVVO98xms5EsyzRq1CgaNWoUAfaHLBv4xMbGktVqVaXHYrFQXFwcxcXFedSTkJBABoOBDAYDP8Zms/EXO44NLCVJoqioKNUPicrKSqqsrGxwINOtWzc++XPVYzabnSbYrHzCw8OdyrOpsGNOnTrV4ECGTYBd66fNZiODweBxwB0WFkZhYWGqykdRFFq2bFmjD6Du3buTyWRy05OZmUmZmZke+4qoqCjVeiZOnEgTJ05sUE/Pnj3dJi+s3/rggw8arHdq9SiKQn369Gm0fLp37+5Rz5133unxmMGDB9PgwYNVa+rUqVOj9yw+Pt6tT7HZbI0OKJ988klVeoiIwsLCGtUTGRnpUQ+bSHs6ZuPGjar1BAUFUVBQUIN6QkJC+MSawe5ZQ22zJZMdIqKQkJAG9bBycG1nFoulwWOYXrXEx8c3es/0er3TBEZRFKqvr2/0mJYwderURs+t1Wqd+mpFUchkMrVYD5oxeBYOgwKBQCAQCAQCQVNp6ij7P/F1vZVno9HoNLPUarVUWFjIVywdZ6KM+fPn8+1ttsXNXpMmTaJJkyap3qLMzs522jLVarV0+fJlunz5Msmy7HGraNasWRQYGEiBgYEeV9SeffZZ1XpWrVpFq1at4nrYSun58+dJlmWPW8NpaWmUlpbW4Fble++9p2qljjFs2DB+LlZWR44c4ffM06rk7bff7mRm43j8999/T99//70qLUREoaGhbr/xm2++cVr1dqV///6k1WrddhnY71Fr2tLQTsrnn39On3/+eYN6evbs6WaSwF4ajYauXr2qSo/Vam1wFWDVqlUN1oGEhIQGtzU1Go3qLdza2lqqra31eN4PPvig0TrZpUsXj8fpdLoWrfpcvnzZ43mXLVvWaDvp1q1bgytEer1edfv66quvPJ538eLFtHjx4gbPy1ZcPR0bGBioSgsR0cyZM2nmzJkez/v66683emxD5gOxsbGq9RDZ+xNP5/3DH/7Q6HENrfQOGTKEhgwZolpPQ+X+/PPP0/PPP9/gcZ76LvZasGCBaj3R0dENnve5555r8LjGVogzMzNV62Fmg57O++KLLzZ6rCdzTgCqdwcZDbXfd955p9HjGlqZbymPPvpog/30qlWrGjzOk/lYa2jKzMxs8LyNmcZ6es43Rw/EynPT0Gg0CA0N5Q4VoaGhuP322/l7Hx8fNyeGm2++GVqtFs888wx3UAPshvQs9rNah7igoCD4+/vD398fkiQhLCwMo0ePxujRoyFJEnQ6nZuetLQ06PV66PV67rQG2B0N/Pz8kJeXp1pP79690bt3b+h0Omg0GnTs2BEdO3bEvffeC0mSoNFonGItA3anxenTp8PX1xd9+/Z1Ol9wcDBOnDjBy1cNSUlJ0Gg0kCQJ0dHRiI6OxuzZs7keT84DTzzxBHx8fNwcTsLDw7Fr1y7s2rVLlRYicouMERkZiTVr1vDfKEkS7G3yN5577jno9Xr4+vo6OZ3Ex8cjPj6+SY4NnlAUxc1hJCQkBAcOHMCBAwd4ubny3HPPcccr18+HDBnCvambi8VicbvXgYGBCAwMhNFobLAOsLbl+lskScITTzzBI3Y0l/LycpSXl7v93c/PDz179my0TjKHQVc977//Po8BrwZPTjV6vR533XVXo+3kf//3fz3q+emnn/DTTz+pTt7EHKUc0Wq1mDZtGqZNm9agnqSkJDfnOQaLma8G1sYdYe3ck9OkI8yR2pXc3FxVWhi33nqr298kScIbb7zR6HEsGpArrH2q5aGHHvKoZ/HixTyChSc6d+7c4GdqHTwBe1Sfhli6dGmDn3Xq1KnBKBYtiRq1evVqrF692uNnzOm8IVzrHqOlEYh++uknj3//wx/+0OhxzOHTkdYICPDnP//Z49+ffPJJHkHLE54c+dgYpiUkJyfzds5g/eHEiRMbPC4oKIg74jsyZsyYFunxSFNH2f+Jr+utPKekpBDw24rfxYsXKS4ujn/OVjHNZjNfSRw4cCAFBQU52Ruy1Tq2OlNWVtbodRvCcXVLo9FQVlYW9e7dm3r37k1Ev9k4Mxs/WZbp5ptv5k4gTI/jaubq1aupvLxclR5HxxtHZ6R77rnHSQ/TZLPZaMCAATRgwAAKDAzkehxtVr/99ltue6oGNvOWJIl2795Nu3fvptdee43rYZosFgu3V+3duzf5+fk5lQtzRtu/fz/t37/fye62qXha6V29ejVt377d7btsddJms1FiYqLbroVer+e7GadOnVK1umqz2dxWjmfNmkW5ubmUm5vr8fuyLFNsbKzbKjhznPPz86P8/HxVKy1ms9lt9n/nnXfSnXfe6bG8WRtj9vquv8XPz4/CwsKoqqqK39vmwGzkXDXdeuutHneZWH1iTsWux/n7+1O/fv24Y62a1d7i4mK38yYnJze6kq0oiscVqMDAQJozZw7NmTNHtV348ePH3c7bpUuXRh2SmB5XTWwl8fTp06q0ENkdh1ydh2JiYigmJqbB8mb3zFMZhYaGtsj5jIho6dKlbueNiIho8PuN6YmKilJVlx1ZtGiRx9/ZGIqieNwZZLs+ancuiDyXD3tGNaaH9Tme2mdLOHToEB06dMjtvEFBQY3qURTF4yrmkiVLWqSHiKiurs5jGTVGQzuLap+lrud2PW9kZOR1j/Hk49CSnWVHXHf32e5Wc34DezUViJVngUAgEAgEAoGgDWjqKPs/8dXQyjObGbnaoIWEhFB1dTVfqXNcaWHHaLVat1VD9mLREtTMumRZpvDwcLfVg+rqaqqurqbs7Gyy2WxOq2GyLPPZWWOa1OixWq3clpqdi61EV1dX0/Hjxz3qYTZHjjNkR1varl27qpqZstU9x5UApqe8vJy2bdvGV3DY+dl7nU7nNkNm7/v160f9+vVTVUYlJSVu3tihoaF05coVWrlyJa1cuZLrYdhstgY9uNnq79ixY1XpOXv2rMfVlYyMDMrIyKAFCxY4lQ/T01hoJj8/P3ruuedU6dmwYYPH1Vp/f386deoULVy40G3VjelpSFPXrl1V26g3FMJPr9fTyZMn6cMPP3RbYWX6Giqf6dOnU1lZmerdpnfeecftnDqdjvbt20fbtm2jbdu2uZV9Q7bkkiTRN998Q998841qG+w1a9Z4rJcsDOfJkyebpUeSJNVlQ0S0d+9e2rt3r8fzrly5kvLz892OYWEhPWnSarUtDjOWm5vr8dwLFizg/XVT9fj5+bV4pc5oNHo89wsvvEAvvPCCx12VhvRERUWpjo5yvXMDoPnz53vcwfC0S8Ve48aNa5EeVr6ezr1+/XqPZc+eN56OaclOiiOenklnz55t8Pueds0AtChEnSPsWejYVlyjITlSWVnpUU9rwcLgOrYVPz+/BttvXl5eg3WoqaAZK8/2iNf/ZTAboZKSEgDg2YUmTJiA4OBgnpnJ0YbUXq7A8ePHMXz4cB6UHLDb2dTW1qK0tNTp/M1Bo9HwhAxM0913380TJZSVlYGInM6tKAp27tyJ3/3udwB+C6IeFhbGf4Na+1DHzFiA3cbr/vvvB2C3XQ4MDHTKWAXYA6d/8cUXAOwJZmRZhiRJ3NavtLSU62ou7B4x9Ho90tLSANh/b5cuXXhCDmYzzuw+//jHP+LNN990Kr+EhAQUFhaqLh/Abn/GbKxZOUyZMgVxcXE86H1VVZVTFkNFUXD//fdj06ZN/G+SJCEpKQlXrlwB8FtikeZy4403QqvV8sx5kiTh0UcfxQ033AAAuP/++5GXl+eU5VGWZaSkpODs2bNOeliChCtXrkCv16uq02lpadwek92LF154AQDQt29f6PV6ft1+/fpBkiRYrVZeXsw+mV375ptvRn5+vmr7YmZP+MorrzjZBL///vvo06cP/P39eUKLgQMHQpIkfi98fHycritJEiZNmoSLFy/yOhQREdFsTfPmzcPLL7/spOfPf/4zBg8ezJM3ZWRkcBtAwJ6QyJMt/ezZs3nGz5EjR/KEBs1h+vTp+P3vfw/gtwyM69evx5133gnA3p/k5OSga9euAOz9RFFRkcdzffnllwDs7T40NFRVZkhm263X67m/x/bt2wHYbY+tVisvJ5ZF9OTJkw2e79y5c5BlmZeNmnrdpUsXBAUFOdmHHzx4EMnJybwPvnr1KiIjI6HX6/Hpp596PI8kSSgrK2v29V0JCgpCp06dcPXqVf63jIwMbq9rMplQW1uL4OBg/rvZPXbVU1hY2GI9er0et912GwDgxx9/hCRJvG/z9/fn5cb8RTQaDQYPHux2Hlbft23b1iI97B5/++23uPvuu/l5WZKYmpoaXjdZhr+G7MH9/f3dfHnUYjKZ+HMtKCiIjx9Y5lydTudkW+0pSUyfPn1aLZPfL7/8AsBuxzxq1Chs2LDBSater3dqwyzJjSPr1q1rFS0AuO3ykSNHEBISwp9jRASLxcLrskajAdFv2QUdYWXZJjR1lP2f+Gpo5ZnZn8JldmK1WslgMPCYjyzihizLPJJGVFQUPfHEE27HOnoJq8GTHovFwmNH19fXk81mo9raWr4aNmnSJIqJieEJC4DfVlSZXWBr6mG21pWVlWQymchisfCVFqvVSg899BBFR0dTdHQ03XrrrXzViq0UpaamkiRJqvR4WgFk94npYTGby8rKyGq10sMPP0wPP/wwhYeHcw9wx5X6tLQ0rk0Nsiw7lTkAMplMVFVVxSM7lJSUUElJCa9zjz/+OIWGhjqtoPv7+1NgYCC99NJL9NJLL5FWq1Wlh62uONov19TUcBtzo9FIx44d4yulVquVnnjiCQoKCnJa7Q0LC+PJTb799lvS6/Ut0oP/v4oBgMrLy6m8vJxKSkrIaDTSihUraMWKFVRZWUkWi4Uef/xxN9tHVpfHjx9POTk5quMYMwA4lX9+fj4VFhZSVVUVPfTQQ/TQQw+R0Wgki8VC6enplJ6e7rZbkJCQQCtXriSj0UipqamUmpqqWo8kSU6/+dy5c5Sfn8/rzm233Ub19fW8Do0bN86tbfbq1Yvy8/N5O3n11VdV62Htg9noHjp0iPLz8yk/P5+KiorojjvucIrHPXDgQDc9Y8eO5f2FoiiUnZ2tWg+RPXZwcHAwSZJEO3fupJ07d9KVK1eosLCQxo8fT+PHj+fRZLp27eoWaYPZgrv6jahl1KhRPD67RqOhbdu20ZUrV3jbmj59Ol/xZAmHXMto/fr1Tudsyerztm3bKCUlhVJSUkin09H3339PhYWFVFhYSEajkV566SV+jYZseVsS0cIVtmqYnp5OgYGBtGvXLtq1axddu3aN6urq6NNPP3X6vqfdOE+r+C1BURT65ZdfuB/R6dOn+bP1+PHjdPz4cf5dVy2OY4TWhLWh9evXOz1XLRaLWyxpT3raCpPJxH10mG+Ma44Gb+ohcvZBURSFl1Nr6oFIktL44HnYsGFOIc/Y9v9jjz1GRPYEH6dPn3baTmP/79SpE/n4+HAHiPj4eJIkibZs2cK/YzQam3qvOE899ZTTTe/WrRvNnDmTf75//3637T1ZlikmJoY/7MLCwngCEMctXzXOcMuWLXMahA0fPpxvAxIR7dy50y08nM1mo/DwcAoPDyetVkuRkZE0ePBgru+HH34gRVHcElE0hT179tCePXv4AOPZZ5+lRYsW0aJFi4iIaOvWrU4PdKLfHpAs6UdkZCSNGzeOxo0bR/7+/rRv3z5epmoSpeTn5/NB+erVq2n16tX00UcfERHRunXraN26dbwDYtTU1HAzugINvwAAIABJREFUEpbQYurUqRQVFcWdF1nA9+ZSW1tLkyZN4nXop59+onXr1vHPP/vsM6cOkYiosLDQafAfGhpK8+bN44kbfvnlF95RNRebzcbvm0ajoezsbNqxYwft2LGDJ65x7JyJiPbt2+fUDgIDA2nNmjW0Zs0aWrhwIX+gqMmoxe51dXU1hYaGUkVFBVVUVNCJEydIURTavXu3W512NfVgZieHDh2izMxMp/ukdvBjs9lowoQJNGHCBDKZTFRQUECKotC5c+fo3Llzbu3+nnvucSojPz8/KiwspLq6uhZnGnPkwIEDZLPZnLKaenJOck2C4+fnR7W1ta3mOMRg53QMDejJJMHVedHf37/FSSQ84WrWR0RuZkhE5OaMy8zhWrNsGsPTdVwHGddzMGxrXPW0NJxga+sZNGgQDRo06N9GE8u8+e+ihy1CtBeezHLUtPfmDJ6Fw6BAIBAIBAKBQNBUmjrK/k98NbTyzLZo2IobS0TiCeZgdfDgQTp48CClp6dTcHCwWzDu6dOnNzydaQJFRUVOTn8lJSUev2exWPjq0r59++ihhx7iob0ct7rnzp1Lc+fOVa2nrq6On1er1TqtpjuuZLCtE1mWae/evTzNc2hoqFsopOsFgG8M9pvHjBlDERERTluunhyYZFmmrVu30tatW6lXr14UHBzsll7ZcVVWLVu3bqXHHnus0RU/x9XMNWvWUFRUFPn5+fFQXpIkkVar5dvRLaGmpobX5+uF8pJlmV555RXy9/fn4QSDg4NJo9FQQEAABQQEUFZWVov0ODpvXu97sizT3Xff7RTaMCQkhLe1Pn36UFVVVYv0NAdZlvkWL+sr2I5TaGgorVmzpsXJEpoDK0tXx+KQkBBKSUmh8vLyVl/tvR7MSdhRT1RUFM2fP7/FIdjU4MnhtGfPnpSXl0d5eXle1ULk2XmOmZm09kp4U2jIEW7BggVerTeOGAwGNz1qE0W1Bvn5+W56WLm1B/v27XPbkfN2O3flxRdf9KrJxvUYNGhQq+hBM1aeJfv3/28ycOBAYg5AnrBYLNBoNNyoPCgoyCnJhkajQXZ2Nnr06OFmnD569GgAwIULF3D58mX84Q9/wJIlSwCoD1quKAo/1mw2w8fHhzsD2Gw2aLVaFBYW8kDyOp0OOp2O6502bRoOHjyInJwcbNy4EQBw3333qdbD6oYkSZBlmWuRJInrYQ6AwcHB8PHx4Q4FRIQXXngB27dvR2ZmJgDg7NmzSEpKapWg7kTOzpOO+sxmM/R6PXe2YH9fvHgxNm/eDADIzMzElStX0KFDB/6bWhPHsrNarbxcmPOdJEl47733AADfffcdzp49i0uXLgGAU+KUtsDROU2v1wMAr98rV67Ezz//jAsXLgAAdu/ercrRq7mwDkmv1/Oy8/X1xebNm1FQUADA7uDz4osvtvq9up4e9t7f35871TAaSgzSFjAHPlZGzKHmypUr3PHI1bG2rbFarU5OTcHBwSgtLXX6mzfuF6O+vt4pQUNYWBjKyspazamquRiNRt7HAHYnY+ao7s1yYTCnQpZAhj1LWsNRUC0///wzBg0axN8nJyfzZ0Z78N5772Hu3Ln8/UMPPYS1a9e2mx4WEOC7774DAOzdu5c7ZLYXcXFxvC6ZTCYA3u97HPH390d9fT1/7ziWag6SJJ0gooFN+e5/ZbQNhtlsRnp6OlasWAHAngGqqKiIZ80pLi7G1atX8cUXX/AH+oMPPojjx49zT10fHx+MHDkSb7/9dos7QyLCvn37AAC33HIL4uPj+SAmMDAQVVVVqK6uxv79+/n3Z82ahT179gCwew2HhoZi0qRJmDBhAoDW6aDr6urg5+fHIyd8/vnn0Ov1qKmp4ROP3NxcKIqCt99+GwCwZcsWmEwm9OzZEyNGjAAAdO3atVUHzmxiNGDAAGi1Wt54LBYLysrK+CBx5cqV+Nvf/gYiwl133QXAHg2EReVoTSwWC3x8fPh5bTYbZFnm0VmICF988QU+/fRThIWFAQCef/55+Pv7e+UBrygKL5fa2loQEdavX88jAvTs2ROjR4/22mCDtStFUbier7/+GgDwySefICEhgT8oWIQJbw2eq6urub4dO3Zg7dq1PEIA8zT3lh5FUfigi4jw/fff49ChQwDsk8O2nnC5wsrl4sWLAIDPPvsMgD0iQEsyiLZU0969e/n75cuX47777vO6Dkc++ugj/v+FCxc6Dcrag3nz5vH/L1iwAK+88ko7qrHDIn+89dZbAICXX365PeVg2bJl/P+ffvopHn/88XZU45yN8ODBgx4zXHobNv7Jz89v10Ezgy0ssOesN/ofYfMsEAgEAoFAIBA0kf9qsw3AeXmfiLBr1y48+OCDAIDRo0dj48aNiIiI4DMam82GqKgovjK3d+9e9OzZs030ExFycnIAACNGjEB6ejrefvttxMfHA7DP/urq6vh7rVaLLVu2IDU1tU30MIxGIwYOHIg5c+Zg5syZAIDevXujpKSEx7xNTk6GVqvFunXr0Lt37zbVY7PZcNttt2HRokUAgFGjRmHo0KG4fPkyAKCoqAg33XQTwsPD+UoQi1PbFhARnnzySQDAq6++ir59+2LUqFEAgLy8PPz6668YNWoU3zpduHAhIiMj20wP45///CeGDx+O/v37A7DX74KCAuzatQvp6ekA7GYIjz/+OI8v3paUl5fzXZ7p06cjNTUVZ8+exVdffQUAeOedd3DjjTfif/7nfwDAaTu+LbBardx8ZdmyZYiJicGJEycA2FdWd+zYwWNkR0REcJOOtsLR9GfLli1Ofc7atWu5ttjYWPj6+nrVNIGZr2RlZeHrr7/G7t27AQCXLl1CYGAgNBqN11efr1y5gr179/JV8HPnzrUoTnlLKS8vx4YNG/DJJ58AsMfqLywsbDcTEoPBgOXLlwMA/vKXv0Cj0fAY2e1RPmzX8uWXX8batWt5HOOsrCyva2HU19fj0UcfxdatWwEAY8eOxZYtW9pNj8Viwe233w7AnmPi448/xmOPPdauegD78z4/Px8FBQUe4z17W1OXLl1QWVnpFCNbDc0x22h3p762fDXkMNgQiqJQUlIS9enTh/r06UPh4eF08OBB0uv1lJmZSZmZmU4Z8hRFodra2mZdo7mw0GoTJ06kbt260aFDh3gopry8PCc9sixTdXV1mzsSvPbaa7Ro0SIaOXIknTx5kk6ePEmhoaFUXFxMiYmJlJiYyENKVVZWtrlzw/Hjx+nMmTM8luulS5coLi6OxzdmGQTNZjOPM9yWeliMU6PRSF999RUVFxdTUlISJSUlkdFopOHDh/O6U1tbS2VlZW2qhzluWa1Wys3N5fFTBwwYQHV1dTRlyhTu0FhVVUWlpaVecUhxDFtYW1tLI0eOpLq6Onr99dfp9ddfJ1mWqaysjN9Hb8AcYM1mM02ZMoVn2Nq8eTMpisJjL7d1u3dElmWyWCw0depUmjp1KpWXl/NMf4qiUFVVVYuz5jUHx+yd6enpVFRURNnZ2ZSdnc3DPrZWuLzmIMsypaWlUUFBARUUFFBhYSEPs9geDlaKotD48eO5HtauWjOcYHP13HbbbXTbbbfxuOaOn7WHHkVRaPDgwVRUVKQqhGlbaBo0aBDvc7zpEOwJWZZ52NCamhqvO+C6wtp9amoqmUymdnVaZFitVkpKSmqVewXhMGinKSvPjrCyOHPmDIDfsvdYLBbuNOXNFRXHe5OTk4Nu3bpBq9XyrGeSJEGn07XLSkZJSQnPsAfYnQaIiNs/edvusaamhtujMj0sI1lwcLDX9bAZOludZE4VNTU1fJXZ2/eNZYRk9aq2thaVlZXo3Lmzk5Ost8rJNYNnTU0NiouL0b17dwD2HQWdTufV9ua4C2U0GnHt2jUA9hV5i8XC7ydzHPamNpaBtLy8HAkJCdzG39fX1ytOnY4wG8Pq6mrU19fzLKKsHXpbD2DfOSgrK+OrThERETAYDAgODm4XPfX19SguLkZISAgAICQkBAaDgTt6eltTdXU1zwYZFxfnlCWR7RZ4k/z8fAB2Z8W+ffsiICAAgL1fCggIaJfn2tGjR3Hu3DlMmTIFgN0Jrq6ujmvz9gr9hg0bcPToUQDAkiVL4OvrC7PZ3G52xvPnzwcAnD9/Hl988QV8fX15X9AebQwAHnnkEWRlZWH//v1ODt5t7TAobJ4FAoFAIBAIBIImIlaeBYJ2wHWV01sRJBq6juPKs+OKcFvrYXiKpMEil9hsNgDq7djU6GHvHVfGKysreYQUk8nEV6PaWg/zy2Dv2ar32bNnAdh3yGpqapxCorWlJrPZ7BSSUqfT8Xu0YsUKzJ07F9XV1QgPD29zPQBQWloKADx6Dlt9MpvNmDZtGjZt2sR9ViIiIryi6eeff0ZkZCR8fX35jlhFRQVGjhyJc+fOAbCvTDOb/7bmnXfeQY8ePbh9aocOHVBZWYl7770XAHg4SMfdu7Zk9OjR6Ny5MwAgOjoaERER3Kdh7ty5KC4u9mr4RVYvgoKC0KFDB747eNNNN2HFihUoLy/nn3trhZXtKrNIOkFBQbjjjjuwceNGXp/bImJUQzheR6PRIDAwEAMHDuQRwurr69vcD6QhPYC9LG688UYAwOnTp1FfX9/s55gIVScQ/Jvj2PDbo/NzxbGT8dZ2qase1/csVnBbD5qbokeSJKeBTlsPnB2vz0xp2OCZ/f2GG27g3/XGwJldW6vV8oekzWbjfwOABx54AETktYEzEXGnt4EDB6KyspJr0el0GD9+PGRZ9tqgmW1hz5w5EwcPHsSmTZu4c3KXLl3Qv39/bnbnrYFzdXU1Xn31VRw4cACzZs3i1542bRqvN0ajkZvetDWbNm3Crl27kJCQAMAeElaSJIwbNw6A3dSttrbWa+XTo0cPVFRUAAB3eGdkZWVBo9FwE0BvDJzZNRRFgSzL/No1NTXYsmULJElyyrnQljhO2B1RFAVGoxE//vgj1+utSYWiKB6vZTKZePhaPz+/Nn+OiZVngUAgEDQJ9rxwHci3R7QGwG7nzK7NErYwbd6adDlSVlYGwG6Hfvr0adx00038M29MuDzx+eefY9CgQXj++efxpz/9CQAQHh7eblEShg4dinvuuQcLFiwAAMyePRuTJ09Gv3792kVPaGgoEhMTAdijyPTo0QNvvvkmACAtLc3reli99fX1dbK3XrZsGZ566imv6wF+m8CzHUqtVouvv/6aJ3DxNq79jUajQVZWFnr06NHS8zZ55VkMngUCgUAgEAgE/9UIh0GBQCAQCAQCgaANEINngUAgEAgEAoGgiYjBs0AgEAgEAoFA0ETE4FkgEAgEAoFAIGgiYvAsEAgEAoFAIBA0ETF4FggEAoFAIBAImogYPAsEAoFAIBAIBE1EDJ6bgGMsbJam09Nn3oKI+HXr6+u9fv3GUBSFB1L/d+H/cixzgUAgEAgE3kUMnh1gg778/Hzk5+fzQWp2djZkWYYsyzh8+DBycnJQU1ODmpoaEBEeeOCBNtHDUr0CQEFBAddz7do1XLt2DYqiIDc3F3l5ecjLy0NtbS2ICAsXLmwzPUxTcXEx10NEMBqNICIYDAYYDAZcu3YNJpMJRITDhw/j8OHDbaqnurraSY/FYnH6f1VVFSwWCz+WpWNtbVgdqqurQ11dHR+4O04qZFlGXV2dk36WgrW1cZw4sLTAnr5js9lgs9mcMsi1xaTD8byO9dsT3pqEuWbNu973BAKBQPDfjRg8CwQCgUAgEAgETUQMnh2wWCzQaDTYuXMndu7ciQ8//BCTJk1Cv3798PLLL+Pll1/GkCFD0KNHD3To0AEdOnTAyZMn8fe//x3Z2dmtqoWIYLVaodFooNFo8M0332DNmjV45JFHcMMNN+CGG27A66+/jqioKCQkJCAhIQEdOnTA+fPnsXDhQr563pp6LBYLL6MNGzZgw4YNmDt3LubOnYuePXtiwYIFfIW1U6dOCA4OxuXLlzF06FAMHTq0VVd7iQhmsxlmsxlarRaffvopdvy/9s4/Oooq2/ff051OOunE/CAGSCBAEB6JP0DxAg+eDjpeBXXExQ9BF2P0qVzGeTIIzIAOPAX8ASiozDxZ6KiIiqIwgHcuqAyMAhczCESMmEBAIEJCQkKS7iSd9I/a74/OOdOdrk46nU5HyP6sVSvd1VWnvqnadWqfffY5tWMHduzYgT//+c8YPnw4lixZgiVLlqC+vh4pKSmwWCwoKytDWVkZ0tLS0NDQEFY9RISGhgZERUVhxYoVWLFiBfbu3YvPP/8cEydOxMSJE/Hyyy+juroaFosFcXFxiIuLQ01NDeLi4tT5Daem+vp6REdHIzo6GvPmzcOBAwdQVFSEoqIizJ8/Hx9++CEqKythMplgMplgNpvR0NAAs9kMs9ncZnS4PWiahtraWtTW1iI2NhYzZ87E8ePHcfz4cZSWluKvf/0r9u/fj9LSUpSWliIqKgqxsbHqOsfExIQ1Gi1ttbKyEldccQVmzpyJqqoqVFVVoaamBseOHcOJEydw4sQJnDlzBkajUV0zh8MBi8US9mi02+3G+fPnkZ6ejtmzZ2P27Nmw2+2or69HdXU1qqurUVpaijNnzqi6ISEhAU6nEykpKWHVAgAulwtnzpxBTk4OcnJysGrVKjidTjQ2Nqqlurpa9X4ZDAZcccUVcLlcyMjIQEZGRtj1yGty++23Y9OmTeo6OhwOuFwu1NfXo76+HidOnIDBYEBSUpLq5cnJyQmrHlluUVERZs+ejX379mHfvn2qN0fTNGW/hw4dgtFoREpKClJSUuB2uzFu3Liw6gE8dv3dd99h48aN2LhxI06ePKm0ynrK5XJh27ZtMBqNMBqNSE1NhaZpmDVrFmbNmhVWPUSEI0eO4MiRI/jhhx9QWVmpdHr3xr3yyit45ZVXYDQa0bNnT/X7W2+9FXY9RISTJ0+ipqbG5znQsqfw97//PaKiotCvXz/069cPmqYhPz8/rHoklZWVaGpqUr2A3nrk51//+teIiorCsGHDMGzYMBARamtrO0VPY2OjOg969RwRYfz48er5MmnSJJ9ezHDj3VOrBxHhuuuuw3XXXYfY2FjMnTvX57dwIy7nrsgbb7yRDh482OZ2hw4dAgCMHDkSPXr0QFFREQBg/PjxWLx4MWpqajBq1CgAwFVXXYUrr7wS//Ef/wEAWLJkCTRNg8ViQV1dXdi0b968Gffddx+SkpIAAN988w3uvvtuLFu2DNXV1Urvtddeq7b55S9/iU8++QSapiExMREAUFNTExY9zz//PBYtWgQAsFgs2LlzJ6ZNm4bnn38eABAbG4usrCz827/9m/rer18//PDDD6qC7NGjh6o4Q4WIIITAtGnTsHHjRgBAdHQ0Xn31VSxZsgQAMG/ePIwYMQJxcXEAPOfJaDQiISFBOfBEhN69e6O0tLRDejRNgxACV199NQCgsLAQRqMRU6dOBQB88cUXeOKJJ3DXXXep444cORIAEBMTA8BTSRERsrKyAEA97ELB7XZDCAHAc75ramrU92HDhuHMmTN4+OGHAQBTp04FEWHUqFGqcjEajT6V5fDhwxHMPRQImSoiHXPv9JTMzEzYbDYAwN13341HHnkEDocDt99+u9pGCOFT8f37v/87vvjii5D1AIDNZkNcXByio6MB/Cs9RDo0APCLX/wCjz76qBrjIM9ZSx544AF88MEHHdJz4cIFdQ9LTQBgNpsBAAaDASNHjkRubi4AT8rU/PnzdcuaMWMGAGDt2rUhaSEi1ehOS0tT95BEOlvShn/1q1/hxIkTeOONNwKWuXDhQixdujRkPYDnvkpPT0dycrLP77IBAXhsdfTo0SgoKAAA/P3vf9ctc+3ateo8hYKmaTh8+DB69eqFvn37+vwm7zWDwYBrrrkGQ4YMwYEDBwAAp06d8itLCIHPP/8cgMe2Q8HtdiMvLw9paWkAgMGDB/sdQwiBfv36oXfv3gCAH374QffZIPXn5+dj6NChIeuR5z45OVnZSsvjXHnllQCA+Ph4nD17NmDgQAiBs2fPIj09PWQ9APDXv/4VKSkpuO222wJum5CQAJPJpM6NXmPdYDDAarXCYrGEpEdq2rp1q3pOB7r2ZrNZaQh0fqKiotTYJ6PRGJIeTdNUamVMTIx6jusdS+oP5DvKequhoUHZU3shIpw7d04dq3///gG3NRgMbQZVkpOTgwreCSEOEdGNQYu8XJfhw4dTa7jdbtI0jaKioigqKooA+CxpaWlkt9tJ0zQqKSmhkpIScjqdtGjRIp99EhMTKSMjg/bt20f79u1r9Zit4XA4yO12k9vtJoPB4KcnJSWFGhoaSNM0pclut9PEiRNp4sSJZDKZlJ6srCzKysqi/Pz8kPVUVVVRVVUVORwOPy3yOHV1dVRXV0dut5tKSkrUPtnZ2RQdHa22S0xMpOHDh9PJkydD1kNE9OWXX1JNTY2unvj4eIqPj6fa2lpyOp108uRJOnnyJBUUFFBqaqo6PwAoISGBJk2aRGVlZVRWVhaynlmzZtFXX32lqwcAxcXFqXPocDiooKCA3nrrLYqLiyOj0UhGo1FpnzNnDs2ZM4dqampC0qJpGuXk5ND06dNp+vTpunqio6OVLTc2NtL+/fspNzdX2bMQggCQ2Wwms9lMq1evpoaGhpD0uN1ude179+6tq0ceNz8/n6xWK23ZsoUGDx5MgwcP9rsHoqKiaNu2bdTU1BSSnqamJmpqaqKoqChlmy0XeU02bdpEJSUl9Mwzz9AzzzxD8fHxftsaDAbav38/OZ1OcjqdIWmqqqoiIYRa9DQJIWj+/PmUl5dHeXl5dP/99yu7abldQUEBFRQUkNvtDknPwYMHA9qy9yLrnJUrV1J2dnar+k+cOBGSFiKil19+mV5++eWgNOXk5NDkyZMpKSmJkpKSAm5XUlISsh4iovvvvz8oPampqZSVlUXR0dEB7Q0AlZeXU3l5ech6rr/++qD0xMXFUUJCAiUkJOg+X7yXUOsgIqJ+/foFpUfe+971cqClvr4+ZD2pqamUmpoalCaDwRDQjr2XUOsgSUpKSlB6gl1cLhe5XK6Q9QSqnzuyaJoWsp7Ro0eHXU8wADhIQfqXnLbBMAzDMAzDMMESrJd9KS5tRZ41TdNtZfbs2ZN69uxJp0+f9tlWtqTKyspUhOqee+4hIQRZLBYVhQ0Vt9sdsNWUnp5OP/30k09rTn4uKiqioqIiMhgMNHr0aBJCqOiL3W4PWY/dbie73a6rJzMzkyoqKnzOi7e2HTt2kMFgoIEDB6qoVI8ePaixsTFkPURExcXFunr69u1LNTU1VFNTo3TIKL6mabR48WISQlBaWhqlpaWREIJSU1NVRDhUFi1apKsnIyODMjIyyGq1+mwv9UyePFlta7FYlJ7U1NSQIwiaptG1114b0IZ69erlZ59Sz6BBg2jQoEEqIiT3SUlJCTmK6XA4VKRLT0/v3r2poaHBJ7LtdrtVFEXu5x3VTExMDDmiUV1dTdXV1bpRW3mPSZv31uN2u8nhcOj2TsXHx4ekRfLtt98GjHRJG2p5z7jdbqqrq9ON9srel1BZtWpVq9Gbvn37+kXd3G43nThxgk6cOKG7T1JSUsh6ZIQ7kJ7MzEy/e1jaz1/+8hfdfXr27BmyHiKia665ptXz07dvX5+eCKnH+573XuS9FyptRQ179erl1zPidrupb9++Afe55557QtaTmJjYqp6UlBRdPXFxcRQXF6e7z7PPPhuyntbKBTy9kC17j+R9H6iuOHDgQMh6iIjMZnNAPbGxsRQbG+t3n7lcroD72Gw2stlsIetp7fwAIJPJ5KfH6XS2uk+ozw0iarOnwGg0+tXVgXrI5RIMaEfkucsd3M5c2nKeT58+7fPwEULQuXPnlEOo1xX72GOPUXR0tG6qx+OPP06PP/54q8dsjQ0bNviUJ4Sg06dP0+nTp0nTNF1jvPfee8lkMpHJZNJ9uL/00ksh6xk/fjyNHz/er8yCggIfp9mb0aNH0+jRo31SEryXbdu2hayHiKhHjx5+ZX755ZdKj56m7OxsMhgMul2V33zzDX3zzTch69E755s2bQqohYiof//+ul318rt3o609aJqmW2msX7+e1q9fH1BPaw9fIYRfAyBYWqvs165dG1CPbLwG0hNql2l9fT3V19frlvunP/2pVac8LS1Ndz+DwaAetKFw+vRp3XJXrVrV6n69evUK+FAxGo0hNzC2bdumW+7y5ctp+fLlAfdLT0+n9PR03X3NZnNIWoiIZs+eTbNnz9Yt95lnnml130A2lJycHLIeIqJbbrlFt9x58+a1up9e3QV03HnOysrSLXfu3Lk0d+7cgPvppSLJJTc3N2Q9rTk+s2fPDrifdBr19vuv//qvkPXI1LH26iGigOk2HUlrkZr0yl24cGGr+wVKcelIHURElJGRoVvuK6+8Qq+88krA/fSef3LpCK2lRr311lsB9wvkdwSrB+w8B+c8V1ZWktlsVk5LYmIiZWZm+mzTMgqYl5dHFouFpkyZQlOmTFEXxmQy0bhx42jcuHGtHrM1Dh8+rC6+EIKSk5Opf//+1L9//4B6du/erVrW3rlvsiK67777QtYjK195flJSUiglJYWys7PVNi1v2s2bN9PmzZvJbDb7OWUJCQkdalwQEQ0ePNjnIZicnExjxozx2aal47BhwwYymUx+revU1FRatGgRLVq0KCQtmqb5Vfbx8fE0ceLEVvdbt26dus7eN/rAgQNp4MCBtH79+pD0OJ1Ov0hkbGwszZo1i2bNmhVwv5UrVwbMWZ0wYQL98MMPIempq6vzK0/mf65Zsybgfs899xw999xzuhXg73//+5AfXDLXu2WZUVFRbY5V+N3vfqerZ8OGDSqXOhTy8vL8yjQajW3mCU+dOlVXz9GjR+no0aMhP0jXr1/vV6bBYKCKigqqqKgIuN9NN91EN910U9gdjaVLl9LSpUt9ypO22laWpV5JAAAgAElEQVSkbejQobp6OtLTREQ0f/583XLb6lXLzs7W3a+1hnZH9LSVix/I6e6o47Nw4cKA5bZml/369QuYL90RWsubb+u8B3IqO8qXX34Zkp5AjeaOcvHixZDK1WsoyfuzI7QWeGmNQA2l6OjooI4LznlmGIZhGIZhmE4gWC/7UlzaijzLVpx3d/mAAQPU77IV6HQ6VYT12muvpdjYWJ80ABmxW7duHa1bty7kbm7vFpMQggoLC+nWW2+lW2+91UePzPFzu92UnZ2tZkaQerzTE7Zv3x5yLpQsV+r5+uuv6euvv6YnnnjCb1t5jmT01GQyqfMiz5UQgvbt26e6z0PBO1K7bds22rZtG7377rt+27lcLnXNMjMz/bpyjEYjGQwGNTtBKLnhejnzL7zwAn3//fd+20otbrebevbs6bdfVFSUikSfPn06pEimXmv9gQceULm+epo0TdOdmUCmJZnNZqqurg4pD1svB01GKPXOt4zABeq+NZlMfjPOtAeZX92y3GHDhgWM0Mnj6HWXRkdH0/Dhw1WEL5ToYVVVlV+5/fv3bzVCF0iP2Wym+fPn0/z580OOZBYUFPiV26tXr1bPt9TTUpO8jqH2XBARffjhh/Thhx/6lNujRw/q0aNHq3oCnSOLxRLy7DGSl156ya/c1vK6W9OTmJjY4S73lpF5wNPL1xpylqmW+8kxIR1hyZIlfuXK3tG29OhpysrK6pCetWvX0tq1a/3KjY2NbVWPpmm6KQB33313h/QQecYptUeP1KSXerhp06YO69Grq1u7XhK93sqWucihonePtTV+ouU+cmnHMTltg1pxnuWN0XIgkxz0J/OMvSs0uU+g3FkAasBXKLjdbr9BBAkJCWoQot70U/Lmbm2aKPngay8Oh8MvrUB2iVitVtq9e7dyvrwH6LWWcyQrwlAcH3kevP9POTiqqqqK3nnnHZ8BglJPoGn/5DJixAgaMWJESOfo3LlzuhVOSUmJSj1oec3cbnfAayVta9q0ae3WQqSfAmA2m6mwsJAKCwtp/vz5unoCnRt5T4SaN//mm2/6lScfkN9//z0tXrzYz3FoS8+gQYPou+++C0nPiy++SC+++KJfmUajkY4cOUJr1qzxs02pL5CeJ554okONweXLl+vawb59+2jHjh20Y8cOP9tsTc/u3bvVvRkKeoPshBCqofrtt9/67dNaFyvQsbSNXbt20a5du3TLXbt2LZ09e1ZXTyBNQoiQpxWUnDx5UrfsJUuWUG1tLdXW1gatR+andyRtw2q16pY9b948mjdvnm46SSA9FouFLBZLyFqIPFNCBrKFuXPn6jbEWxt81q9fvw7pae0eXr58ue65lw1ivX2efPLJDumR6JXdWm53oPNaVVUVFj16foSc7lUPvUAE0PE0JMmQIUNoyJAhPveuECJgXRvoPgDYeQ6b8yyRTpV8oE+fPt1nTmfvm1zegF999ZXfIIL4+HgSQqjoS6h4O51RUVH06KOPKkM8efKkX6Xvcrlo06ZNfi32Hj16KEcsmNZja3qkJqPRSDNnzqSZM2eSpmlUWFjoVym7XC5atmwZLVu2zMdh7d27N/Xu3ZuMRmPIjQuJd3R9xowZNGPGDNI0jY4ePeo34lg+tHJzc3UrZJPJRNnZ2T453KHqkTf2b37zG9I0Tc2Acv78eZ/tnU4njRgxwk9PVlaWivSH6jzrRcLnzp2rbOj48eNUXFzsU7k5HA7dPDpZccXHx7c5eK0tPd6a5MAzt9tNRUVFdOTIETpy5IjS09TUFDDyPGbMGEpPTw95LnX5f7c8R2+++Sa5XC4qLi6m/Px8ys/PV3pkFEWvQTh16lQaO3Zsh+YK19Ozfv16cjqddOrUKTp16hQdO3bMxxm22Wy6D4g5c+bQ4sWLafHixSFHfvQCBJs3b6bGxkZqbGyk8vJyOnXqlM+8smVlZbp6NmzYQBs2bKDjx4+H7MzrRQB37txJO3fupLq6OqqurqazZ8/S2bNnVf343Xff0Xfffaer6fjx4x2e8YfIfyDZ/v37leNcW1tLZWVlKrdangc9PTabLSzORss8z8LCQqXFarVSdXW1z/Mj0CDMjsxZ7o0cqyPL/emnn+inn36i2tpastlsZLVafWxo7Nixflpk3REOR4yI6IEHHvApv6amhqxWK9XV1akGsLRTOdNNS00GgyEsWoiICgsLfcq12+3U0NCgtDQ2NvoMhNebEaOtaHV78G7kxcfHk8PhUOM57HY7ORwOHz16vQTXX3992PRILBYLTZw4UflgLpeLGhsbfewnUC+BHIMVLOw8t+E8B4oEuFwustlsPmkRdrud3G433XXXXXTXXXdRSkoKTZgwwW9f75HUoaCnx+l0ktVqJavVSk1NTeRyuaiurk7pnzRpEiUnJ6voqaxwAKgXTYSqR6+lLs+L1NPU1KSmh3O5XDR16lQ1NZkc6S4fxAaDgcaNG9chPS01SQ02m43sdrtynquqqsjlctGDDz5IDz74IFksFvWw856Yf9asWR0a3CBnt/B2fhobG5Ueu91OJSUlKu3B5XLRQw89RLGxsT77xMbGUkJCAq1Zs4bWrFkTcgXtrUeWX19frx6iDQ0NtH37dp9r9tBDD/l1JyclJakZAI4cOdKhBqH3w0E+sGpqaujixYtUX19PCxcupIULF5LNZiOn00nTp0/3c95kj8706dOpqqqqw7MlAPCpaMvKyqiiooKsVqu6z+12OzmdTpo0aRJNmjTJz8HNyMigrVu3UmNjI11//fUdemgIIXwawMXFxVRWVkYXL16kixcv0ogRI8jpdCobuvnmm/3uzYEDB9KFCxfUfbJ48eKQ9cjzL+3i0KFDqoFw4cIFGjlypE8aUk5Ojp+esWPH+jhiP/74Y8h6iHxnYtizZw/t2bOHzp8/TxUVFXTzzTfTzTffrB7qejN/eDf8iahDgzyJiAYNGkSJiYnqXvviiy+ovLxcXbPJkycrPbKHrOU5ajlotiNO4pIlS5TDZzAYaNeuXWqQp81m8xuorZdC0pEXarVEOsujR4+mqKgo1SNSWVlJdrudlixZ4rO9Xu9gZWUlVVZWhk2Ty+VSLzyKj4+n/fv3U01NDTU1NdHWrVtp69atalu9hoWs38PJhQsX6MKFCzR69Gg6deoU1dXVqefssWPHfLbV0xOuhoU3mqbR3r17qb6+XmlxuVx+qX96ejoL7xfIyd7llukh4dDTHueZBwwyDMMwDMMwTLAE62VfikugyPMjjzxCjzzyiE8UKSMjg37zm98QEdH+/ftp//79fi8A0TSNkpOTyWAwqNbrgAEDSAhBf//739U2oeQ/vvDCCz7RreHDh9OcOXPU77t379bNx0xISFDRj6SkJBo6dKjKmdy3bx9pmhbSAJnt27f7pG3k5ubSs88+qyar/+yzz9Tc07Kry+l0qtQDqWfs2LEqqpaXl6fbYgwGmXslu65WrlxJr732Gr322mtERPTxxx/7tEyJSHU1y/8hISFBvXTBYrFQXl6eKj+UKJTValUvFpFdye+88w4REb3zzjv0zjvvqIGL3vvI6yxt6NFHH6W+ffvS4cOH6fDhw+pcthen00l/+MMflA0VFhb6zKv97rvv+gykJPLP34yLi6PnnntOnSf5KuNQut01TaPi4mIqLi4mo9FIZWVlPq+w37p1q1+e+vbt2330REdH05YtW2jLli20fv16NRi3I13ddrudkpOTVR69jPDs3bvXb77wBQsW0IIFC5QemZp19OhRKi0tDUsXt9vtpgkTJtCECRPI4XDQhQsXfM5dS1rOM2wymaiqqoqamprClm9I5DkfsvdN0jKfl8h/DmyTyeTT5RwuZL3q3V2rd9+2fB22yWTq8OuL9Wg5JqalNknLnhSprzOihnroHcf7esn7vitpqScxMfFnpadXr17Uq1evn40m2dvyc9EDgF5//fWflZ5QXnkPTtto3XmuqqqiqqoqVaEFmo2AyFMZym6MvXv30pQpU8hisfjlGbc12Xpb2O121Z3fWlK8HNWvaRrt2bOHxo4dqwZ5eHfFydzjUHG73SrvNTY2NuDcqPJhoWkaffbZZypdJC4uzi8vMNT5i7158cUXacSIEa06c9IZ++CDD+iDDz6gtLQ0MplMPgMyZVdrRyktLaWtW7e2ORuBXJYvX05xcXFkMBh8uqKNRqPKt+0ILpfL7619gdA0jR5++GGKiopSdiffdigHh7Y2t297CMZR0DSNRo4c6ZN2EhcXp+612267LSyjuINF0zT1xjhvJyMuLo4SExNp586dYXfI2tKjaRpZLBaf+8pisVB2dnbY8mfbq6llrmFSUhL98Y9/7PAsEqEgB+R6ByL69u3b6sCnzkQvHW/kyJE0cuTIDs83HQqyG76lJu+Ulkij9xbbTz75pEu0EOkPPCsvLw/JGQsHcgIDbz2d0RhsDzt37oxYykYw6OXwh0J7nGfh2f7y5MYbb6SDBw8G/F3+7y6XCwAQFRUFIQQ0TQMACCFQXl6Onj17wmg0AgAMBgOICNOnTwcA7NmzByUlJdiyZQt+9atfqf06iqZpEEKostxuNwwGA2w2G+Lj45VeqQcA/vCHP2Dr1q0oLi7GsWPHAABZWVlh0aOnz2AwoLGxEQAQHR2t9ACec7ts2TK89957KC4uBgCUl5fjiiuuCLsWeTz5f7pcLhgMBkRFRQH41/VYvXo1NmzYAAA4evQoKioqEB0d3Sl6vJHXEoCPHb311lsAgE8//RT5+fnqPMltOgvve14eS/597733UFBQgNOnTwMA3n///U6xn0CajEaj+mwymbBnzx5UV1cDAOrq6jBlypRO1+KtSZ4XIoLZbMaPP/4IAMq2rrzyyojpkfWS1GQ2mwEAlZWViI6OhhBC6YoUbrfb55hxcXGoqanxWRcJ+5E4nU6fe9piscBqtap6KdI0NjYiNjZWfU9ISIDVau0SLQBQW1sLAEhKSgIApKSkAACqqqq6TNOpU6eQlZWlvvfq1QtlZWVdpmf37t345S9/qb5fc801KCgo6DI98+fPBwCsWLECADBz5kysWbOmy/QAwKhRo/DPf/4TAPDtt98CAIYOHdplelJTU31s2OFwwGQytbscIcQhIroxmG0555lhGIZhGIZhgiSyYYqfGUSEffv2YdSoUQA8UaSzZ8+qiI7NZoPVasWXX36pomFPPPEEPvvsM58W/A033IA777wzLBGWhoYGAEBsbCzGjx+Pv/3tbwA8kS673Y76+noV/SIiLF68WEVT6+vrcdVVV+G2225DZmYmgPBEfWRUV2q56667YDAY4HA4VNT+4sWLICL86U9/AgCsWbMGLpcLd9xxB3JzcwF4olLhRJ6ruLg4CCHgdrsBeKJhdXV16pq9//77WLVqFWJjY/Hkk08C8ESAOiMa5R0Bl981TYPdblffN2/ejJUrV6Jv374AgGXLlkUsOie7nADAbreDiPDpp5/ipZdeAgAMGTIEd955JyLdI0VEaGhoABFhx44dAIBXX30VvXv3xg033OCzXaQi4TabTZ2Hf/zjH3j77bcRExMD4F+Ru0hBRD6RlZ07d2Lfvn0A0CURZ8mpU6cAeO4xwBMB8u4xizRff/21+rx69Wrce++9XaYFAN588031+dlnn8XcuXO7TAsAn+M/88wz+OMf/9iFajw88MADADznBwAWLVrUhWqAhx9+WH1etmyZivx2Fd429NFHH2Hq1KldqMaDjMTn5+d3acRZIntzZI9FKFHn9tKt0zb0OHPmDEaOHAkAyM3NxYoVK5CWlgabzQYAaGpqQs+ePdXD6osvvsCQIUPCK9yLuro6AEBOTg7mzJmDOXPmoH///gA8DmtdXZ36bjAYsH37dlx11VWdpgfwOKfXXXcdXnvtNYwbNw4AcP311+Onn35SD/ghQ4YgMTERH330Efr06dOpeogI99xzD1577TUAwNVXX42bbrpJNTJKSkowZswY9OnTB6tXrwYAJCcnd6qmZcuWAQAef/xxDBgwAHfccQcAj30dPHgQ99xzDwYPHgwAeOqpp1QqTmdSVFSEgQMHYsSIEQCAcePGoaioCJ999hlmzZoFALjuuuswadIk1YDsTBoaGlSX9owZM3DDDTcgLy8Pn3zyCQBPCsmQIUPUeersClGmIgHAqlWrkJGRoRzUt99+G/v371f3Wnx8fKen13izdetWpe0///M/8eGHH+L48eMAPA6ryWSKqJN45MgRAEBxcTHef/997N69G4Dn4RUbG9slaRKlpaX4xz/+gddffx2AJzXrwoULKh0v0lRXV2Pjxo2qXiovL0dlZWWXpZDYbDa8+uqrADzBDYfDgQsXLgCIbGqNRAY/nn76aaxbt04FV0pLSyOuRdLY2IiZM2eqOigzMxOFhYVdpsfhcGDChAkAgF27dmHy5MkqWNYVyGDZ0KFDcezYMWzcuBGTJk3qMj1SU79+/dT9BYQe3GhP2kaXDugDcBpAAYBv0ZyoDSAFwE4Axc1/k722fwrACQDHANzRVvltvSRFj1tuuYXGjRtH48aNo969e9M333xDJpOJzp07R+fOnaOePXv6DACrq6tr9zHaw5NPPklPPvkkPf300zR8+HA6cuSIGrRUVVVF6enpSovb7Sar1drpAz+++uorysvLo1//+tdqMENKSgpZrVYaMGAADRgwgDRNI6fTSbW1tZ0+iKm6uppqampo9erVtHr1aqqoqKD09HQ12fy1115Lmqb5zEvdmXqcTqcamJOfn09Wq5WysrIoKyuL7HY73XrrrWoWlIaGhg69gS0YvO21pqZGHXfo0KHU1NREjzzyiPrdarXqzqjQWcj5dhsbG+mWW24hu92uBrtKvXJWjEggB+LIOZ6lDcnZZaT9hHu+19bQNI1cLhdNmTKFpkyZQrW1tXT06FGfOijSg4fkYMD77ruPqqqqVD1ARGqmjUijaRrde++9anCXHOAVjhlRQtVzxx130Pnz5+n8+fNqUHpXDKSUekaNGkWjRo1S85p7/9YVejRNo2HDhlFFRUWH3tQZTk3XXHONmq87kvd5ID05OTmUk5NDNputSwcJSj1Sk91u77JBpt643W4aOHBgh+Ztl+ASm+f5FiIaRv/y9hcA2EVEgwDsav4OIUQOgGkArgYwDsDrQojIhX4YhmEYhmGYbk+Xpm0IIU4DuJGIKr3WHQMwlojKhBC9AXxJRP9DCPEUABDRi83bfQ7gWSL6WqdoAKGlbQBQMw1kZmaq3F7Z1WY0Gruki6uqqgopKSkQQqCpqQmAp9cgJiamS/TU19erXGPA093ldrtV11ukNXmPrhVCoLGxUc0EkpiYGHFNMv9adu3LnGebzaZmaIj0OaIW+cINDQ2orq5Genq6yu2NZJdySz319fWoqKhQqREyjaIr7Juac7DLy8sBAAMGDIDT6fSxsUjrqa+vB+BJB+jTp4+qB6KjoyOeCiBn/rDZbGhqalI2bbfbYTabuyQ1we124+LFi+qeS05ORl1dHSwWS5focTqdqKqqUnViQkKCqjeByN5rgOfaSHu+8sorERcX5zduJJLIWXRKS0uRlZWlUsXsdjtiY2O75L4/ffo0Tp48iTFjxgAAYmJi0NjYqLRFWtN///d/48CBAwA8KYDR0dFoamqKSFqdHuvWrQMA7N27F6+//jpiYmLgdDoBRCbPWI8FCxbg+++/x5YtW5QG7xS89tCetI2udp5PAaiGZ16+tUT0hhCihoiSvLapJqJkIcSfAeQR0fvN698CsIOINrUocwaAGQCQmZk5/MyZM5H6dxgmaLwdx5ZOZCSO2RLpDBkMhpArno7qafnd4XAgOjraZyrJztbTEm89Fy9eVLnykXiAST3yvHg3cIhI5R0PHToU9fX1EcmbBzzXxXsKP6PRqBqLq1atwrx582Cz2VSjtbORg4XkFHXSTpxOJ+6//35s2rRJjR2J1EDP4uJiJCUlwWQyqUGmNpsNo0aNUtOI2u32Tpu6syXr16/H4MGD1f8fHx+PyspKjB07FgBw/vx5uN1uWCyWiOh58MEHMWjQIABARkYG0tLS1DXKzc31aQRFwlEcMGAAAM80eX369FH3eXp6OpYuXYqamhqlJVJOYmxsLGJiYtT/Hx8fj7Fjx+Ltt99WNh8XFxexRph3IMNoNMJsNuPmm2/G9u3bAXiCMZF06r3rZiEEYmJicPXVVwMADh8+DIfD0e5nRnuc566ebWMMEZUKIdIA7BRCFLWyrd5T3+9pR0RvAHgD8ESewyOTYcJLyxs/0sdsiXcFHKnKuKWelt9bOkOR1tOSpKQktU0kHhLyWIF0ZWdnq8+RcpwBj31Ix8btdkMIoWzmwQcfBBFFzHEGoKKpgwYNQn19vbIXg8GA6dOnw+12R8xplg2cBQsWYNOmTcjLy0OvXr0AeOxn9OjRcDgcABAxx7mpqQmPPfYYKioq8NBDDwHwOInTp09Hjx49AHh6DiN1jn788Ue89957SsvKlSsRFRWlZmWKjo5GXV0devbsGRE9v/3tb1Vvc2lpqYr0Ap6B+gaDQfUcJiQkdLoeaRey91TO7FVeXo7y8nKfd1FEuq6W9q1pGpxOJ3bs2KF+i2RPSss6kYjQ2NiIQ4cOKS2dPaD7ZzPbhhDiWQB1AB5DF6dtMAzDMP60fF7IiHhXTQcnI97ys8lk6pIUJIlMrTEajTh37hwyMzOVnki8kEmPAwcOIDMzE0uXLlXTwZnN5og4gno8/PDDmDZtmnrR2JtvvokbbrhBTa8aadLT03H77bcD8Mzwc+edd2LBggUAoNI3Iom0k5SUFJSXl6sX2SxbtgyPPfZYxPUA/3JGvXsBV6xYoaZ+jTTe02HK+ufjjz/G5MmTO1ruz/8lKUIIixAiQX4GcDuA7wF8CiC3ebNcANuaP38KYJoQIkYIMQDAIAAHwDAMwzAMwzARossiz0KILABbmr9GAdhARM8LIXoA+BhAJoASAFOI6GLzPn8E8L8BuADMJqIdrR2DI88MwzAMwzBMW1wyAwY7GyHEBQD1ACrb2pa5rEkF2wDDdsCwDTAe2A4YPRvoR0RXBrPzZe08A4AQ4mCwLQnm8oRtgAHYDhi2AcYD2wHTURv4ObwkhWEYhmEYhmEuCdh5ZhiGYRiGYZgg6Q7O8xtdLYDpctgGGIDtgGEbYDywHTAdsoHLPueZYRiGYRiGYcJFd4g8MwzDMAzDMExYYOeZYRiGYRiGYYLksnWehRDjhBDHhBAnhBALuloP03kIId4WQlQIIb73WpcihNgphChu/pvs9dtTzXZxTAhxR9eoZsKJEKKvEOIfQohCIcRRIcTvmtezHXQThBBmIcQBIcSRZhtY3LyebaAbIoQwCiHyhRB/a/7OdtCNEEKcFkIUCCG+FUIcbF4XNhu4LJ1nIYQRwP8DMB5ADoD7hRA5XauK6UTWARjXYt0CALuIaBCAXc3f0WwH0wBc3bzP6832wlzauADMJaJsAKMA/Lb5WrMddB+aANxKREMBDAMwTggxCmwD3ZXfASj0+s520P24hYiGec3nHDYbuCydZwAjAJwgoh+JyAHgIwATulgT00kQ0R4AF1usngDg3ebP7wK412v9R0TURESnAJyAx16YSxgiKiOiw82fbfA8NDPAdtBtIA91zV9NzQuBbaDbIYToA+AuAH/xWs12wITNBi5X5zkDwE9e3882r2O6Dz2JqAzwOFYA0prXs21c5ggh+gO4HsA/wXbQrWjuqv8WQAWAnUTENtA9eRXAHwBoXuvYDroXBOALIcQhIcSM5nVhs4GoMIv9uSB01vGcfAzAtnFZI4SIB7AZwGwisgqhd7k9m+qsYzu4xCEiN4BhQogkAFuEENe0sjnbwGWIEOJuABVEdEgIMTaYXXTWsR1c+owholIhRBqAnUKIola2bbcNXK6R57MA+np97wOgtIu0MF1DuRCiNwA0/61oXs+2cZkihDDB4zh/QER/bV7NdtANIaIaAF/Ck7/INtC9GAPgHiHEaXhSNm8VQrwPtoNuBRGVNv+tALAFnjSMsNnA5eo8fwNgkBBigBAiGp5E8E+7WBMTWT4FkNv8ORfANq/104QQMUKIAQAGATjQBfqYMCI8Iea3ABQS0Sqvn9gOuglCiCubI84QQsQCuA1AEdgGuhVE9BQR9SGi/vA8+3cT0XSwHXQbhBAWIUSC/AzgdgDfI4w2cFmmbRCRSwjxfwB8DsAI4G0iOtrFsphOQgjxIYCxAFKFEGcBPANgGYCPhRCPACgBMAUAiOioEOJjAD/AM0PDb5u7eplLmzEAfg2goDnnFQCeBttBd6I3gHebR8kbAHxMRH8TQnwNtgGG64LuRE940rYAj5+7gYg+E0J8gzDZAL+em2EYhmEYhmGC5HJN22AYhmEYhmGYsMPOM8MwDMMwDMMECTvPDMMwDMMwDBMk7DwzDMMwDMMwTJCw88wwDMMwDMMwQcLOM8MwDMMwDMMECTvPDMMwlzFCiBeEECSEeFjnNyGE+EoI0dTGq6wZhmGYZnieZ4ZhmMuY5resHoLn9bPXEtFPXr89CWAVgKeIaFkXSWQYhrmkYOeZYRjmMkcIcQOAf8LzquI7mtf9DwD5AL4DMIbfqsYwDBMcnLbBMAxzmUNEhwG8COB2IcSM5ldYrwcgAOSy48wwDBM8HHlmGIbpBgghTAAOABgI4H0AvwEwh4he6VJhDMMwlxjsPDMMw3QThBDXATgIwARgH4BfEJHWtaoYhmEuLThtg2EYpvtgBdDU/Hk7O84MwzDthyPPDMMw3QAhhACwG8BoACcB9ANwHRGd7FJhDMMwlxgceWYYhukePAFgLIDFAKYAiALwdrNTzTAMwwQJR54ZhmEuc4QQgwB8C+AogP9JRG4hxNMAngfwOyJa3aUCGYZhLiHYeWYYhrmMEUIYAOwFMBzA9URU2LzeCCAPQA44fYNhGCZoOG2DYRjm8mYuPHnO/1c6zgDQPLfzQ+D0DYZhmGdV7FIAAACaSURBVHbBkWeGYZjLFCFENoDD8KRs/C+9l6EIIZ4C8AI4fYNhGCYo2HlmGIZhGIZhmCDhtA2GYRiGYRiGCRJ2nhmGYRiGYRgmSNh5ZhiGYRiGYZggYeeZYRiGYRiGYYKEnWeGYRiGYRiGCRJ2nhmGYRiGYRgmSNh5ZhiGYRiGYZggYeeZYRiGYRiGYYKEnWeGYRiGYRiGCZL/DyposVPP5Kq6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Creating a manifold of samples\n",
    "\n",
    "# Setting number of samples (18*18) and size of images in manifold as default\n",
    "def manifold(model, it='', n=18, size=28): \n",
    "    result = torch.zeros((size * n, size * n))\n",
    "\n",
    "    # Defyining grid space\n",
    "    s, s2 = torch.linspace(-7, 7, n), torch.linspace(7, -7, n)\n",
    "    grid_x, grid_y = torch.std(s)*s, torch.std(s2)*s2 \n",
    "\n",
    "    for i, y_ex in enumerate(grid_x):\n",
    "        for j, x_ex in enumerate(grid_y):\n",
    "            z_sample = torch.repeat_interleave(torch.tensor([[x_ex, y_ex]]), \n",
    "                                               repeats=batch_size, dim=0)\n",
    "            x_dec = model.dec(z_sample)\n",
    "            element = x_dec[0].reshape(size, size).detach()\n",
    "            result[i * size: (i + 1) * size, j * size: (j + 1) * size] = element\n",
    "\n",
    "    plt.figure(figsize=(12, 12))\n",
    "    plt.title(\"VAE Samples\", fontsize=20)\n",
    "    plt.xlabel(\"X\", fontsize=18)\n",
    "    plt.ylabel(\"Y\", fontsize=18)\n",
    "    plt.imshow(result, cmap='Greys')\n",
    "    plt.savefig('VAE'+str(it)+'.png', format='png', dpi=300)\n",
    "    plt.show()  \n",
    "    \n",
    "manifold(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def latent_space(model, train_set, it=''):\n",
    "    x_latent = model.enc(train_set.data.reshape(-1, 28*28).float())\n",
    "    plt.figure(figsize=(10, 7))\n",
    "    plt.scatter(x_latent[0][:,0].detach().numpy(), x_latent[1][:,1].detach().numpy(), c=train_set.targets)\n",
    "    plt.colorbar()\n",
    "    plt.title(\"VAE Latent Space\", fontsize=20)\n",
    "    plt.xlabel(\"X\", fontsize=18)\n",
    "    plt.ylabel(\"Y\", fontsize=18)\n",
    "    plt.savefig('VAE_space'+str(it)+'.png', format='png', dpi=200)\n",
    "    plt.show()\n",
    "    \n",
    "latent_space(model, train_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss\n",
      "\ttraining         \t (min:  176.571, max:  245.635, cur:  176.571)\n",
      "\tvalidation       \t (min:  177.925, max:  207.808, cur:  177.925)\n"
     ]
    }
   ],
   "source": [
    "epochs = 8\n",
    "dataloaders = {'train': train_loader, 'val': valid_loader}\n",
    "enc = Encoder(image_dim, enc_hidden_units, emb_dim)\n",
    "dec = Decoder(emb_dim, dec_hidden_units, dec_hidden_units2, image_dim)\n",
    "model = VAE(enc, dec).to(device)\n",
    "optimizer = optim.SGD(model.parameters(), lr=1e-3)\n",
    "liveloss = PlotLosses()\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    logs = {}\n",
    "    for phase in ['train', 'val']:\n",
    "        losses = []\n",
    "        \n",
    "        if phase == 'train':\n",
    "            model.train()\n",
    "        else:\n",
    "            model.eval()\n",
    "        \n",
    "        for i, (inp, _) in enumerate(dataloaders[phase]):\n",
    "            out, z_mu, z_var = model(inp)\n",
    "            rec = F.binary_cross_entropy(out, inp, reduction='sum') / inp.shape[0]\n",
    "            kl = -0.5*torch.mean(1+z_var-z_mu.pow(2)-torch.exp(z_mu))\n",
    "            loss = rec + kl\n",
    "            losses.append(loss.item())\n",
    "        \n",
    "            if phase == 'train':\n",
    "                optimizer.zero_grad()\n",
    "                loss.backward()\n",
    "                optimizer.step()\n",
    "        \n",
    "        prefix = ''\n",
    "        if phase == 'val':\n",
    "            prefix = 'val_'\n",
    "            latent_space(model, train_set, epoch)\n",
    "            manifold(model, epoch)\n",
    "\n",
    "        logs[prefix + 'loss'] = np.mean(losses)\n",
    "\n",
    "    liveloss.update(logs)\n",
    "    liveloss.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "filenames = glob.glob('./VAE_space*.png')\n",
    "\n",
    "images = []\n",
    "for filename in filenames:\n",
    "    images.append(imageio.imread(filename))\n",
    "kargs = {'duration': 1}\n",
    "imageio.mimsave('space.gif', images, **kargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "filenames = glob.glob('./VAE*.png')\n",
    "\n",
    "images = []\n",
    "for filename in filenames:\n",
    "    images.append(imageio.imread(filename))\n",
    "kargs = {'duration': 1}\n",
    "imageio.mimsave('manifold.gif', images, **kargs)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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